| Day | Session |
|---|---|
| 1 | Introduction |
| 2 | Data Structures and Wrangling |
| 3 | Working with Files |
| 4 | Linking and joining data & SQL |
| 5 | Scaling, Reporting and Database Software |
| 6 | Introduction to the Web |
| 7 | Static Web Pages |
| 8 | Application Programming Interface (APIs) |
| 9 | Interactive Web Pages |
| 10 | Building a Reproducible Research Project |
Session 3: Working with Files
ESS: Introduction to Web Scraping and Data Management for Social Scientists
Johannes B. Gruber
2024-07-24
Introduction
This Course
The Plan for Today
In this session, you learn:
- how to use files efficiently and how to solve problems using files
- good practices for transparent and efficient file usage
- how to work with many files at the same time
- and how you can facilitate collaborative working with files
JF Martin via unsplash.com
Files
What are files
- during analysis, your data resides in memory
- when the R is closed, the memory is emptied
- data then needs to be stored in a file (or files) on your disk/network/cloud (or a database)
- there are many different file types, some better suited for data storage than others (e.g., JPEG vs. XLSX)
Let’s get some files
if (!dir.exists("data/files")) {
dir.create("data", showWarnings = FALSE)
# download the zip file containing the data from Weidmann (2023)
if (!file.exists("data/main.zip")) {
curl::curl_download(
url = "https://github.com/nilsbw/dmbook-setup/archive/refs/heads/main.zip",
destfile = "data/main.zip"
)
}
# extract the archive
unzip("data/main.zip", exdir = "data")
# we are only interested in the files for chapter 4, so we move them up
file.rename("data/dmbook-setup-main/ch04", "data/files")
# now we can clean up
unlink("data/dmbook-setup-main", recursive = TRUE)
}Now let’s have a look:
Operating system shenanigans
Windows and macOS annoyingly hide file extensions. I generally recommend you change that:
Windows
macOS
Plain text vs. binary files
Basic difference between file types:
- some contain information stored as plain text
- some are binary files that need to be interpreted by a program
Encoding
- Binary files contain some meta information on how they should be interpreted. Plain text files do not
- What specific bytes represent which character is defined in the file encoding
- Unfortunately, there are different standards (e.g., UTF-8, ASCII, Windows-1252)
- The file itself gives no hint what encoding it uses 😿
Verne Ho via unsplash.com
Encoding: experiment
This file is encoded in UTF-8, which R expects:
[1] "Trygve Lie" "Dag Hammarskjöld"
[3] "U Thant" "Kurt Waldheim"
[5] "Javier Perez de Cuellar" "Boutros Boutros-Ghali"
[7] "Kofi Annan" "Ban Ki-Moon"
[9] "António Guterres" Dag Hammarskjöld and António Guterres have names with letters that do not exist in the English alphabet and thus do not exist in the American Standard Code for Information Interchange (ASCII), one of the oldest encoding standards.
If we try to open the other file, where someone saved the same data, but with a different encoding:
Encoding: pitfall
A common mishap is that people using Microsoft Windows use this program to open text files:
It has the very annoying habit of forcing a different encoding.
Let’s open this file with Notepad, do nothing and just save it (or open it in RStuido and use File -> Save with Encoding)
Encoding: pitfall
You can sometimes return from something like that, but it’s almost never straightforward. We can guess the encoding based on some patterns in the text:
# A tibble: 1 × 2
encoding confidence
<chr> <dbl>
1 ISO-8859-1 0.21And can either convert the input or use a function that can work with different encodings:
readLines("data/files/un-secretaries_win.txt") |>
stringi::stri_encode(from = "ISO-8859-1", to = "UTF-8")[1] "Trygve Lie" "Dag Hammarskjöld"
[3] "U Thant" "Kurt Waldheim"
[5] "Javier Perez de Cuellar" "Boutros Boutros-Ghali"
[7] "Kofi Annan" "Ban Ki-Moon"
[9] "António Guterres" readr::read_csv(file = "data/files/un-secretaries_win.txt", locale = readr::locale(encoding = "ISO-8859-1"))# A tibble: 8 × 1
`Trygve Lie`
<chr>
1 Dag Hammarskjöld
2 U Thant
3 Kurt Waldheim
4 Javier Perez de Cuellar
5 Boutros Boutros-Ghali
6 Kofi Annan
7 Ban Ki-Moon
8 António Guterres File formats for tabular data: CSV
- Comma-Separated Values (CSV)
- plain text file
- data must be perfectly rectangular (each line must have the same number of cells)
- many functions to read (and write) CSV files:
read.csv,readr::read_csv,data.table::fread
[1] "numa,ida,numb,idb,kmdist,midist" "2,USA,20,CAN,738.31,460.56"
[3] "2,USA,31,BHM,1639.23,1022.12" "2,USA,40,CUB,1831.13,1141.3"
[5] "2,USA,41,HAI,2308.86,1439.25" "2,USA,42,DOM,2381.58,1485.71"
[7] "2,USA,51,JAM,2338.15,1458.44" "2,USA,52,TRI,3528.94,2200.79"
[9] "2,USA,53,BAR,3363.3,2096.76" "2,USA,54,DMA,3240.08,2021.01"
[11] "2,USA,55,GRN,3365.32,2098.78" "2,USA,56,SLU,3211.8,2002.83"
[13] "2,USA,57,SVG,3272.4,2040.2" "2,USA,58,AAB,2862.34,1784.67"
[15] "2,USA,60,SKN,2787.6,1738.21" numa ida numb idb kmdist midist
1 2 USA 20 CAN 738.31 460.56
2 2 USA 31 BHM 1639.23 1022.12
3 2 USA 40 CUB 1831.13 1141.30
4 2 USA 41 HAI 2308.86 1439.25
5 2 USA 42 DOM 2381.58 1485.71
6 2 USA 51 JAM 2338.15 1458.44
7 2 USA 52 TRI 3528.94 2200.79
8 2 USA 53 BAR 3363.30 2096.76
9 2 USA 54 DMA 3240.08 2021.01
10 2 USA 55 GRN 3365.32 2098.78
11 2 USA 56 SLU 3211.80 2002.83
12 2 USA 57 SVG 3272.40 2040.20
13 2 USA 58 AAB 2862.34 1784.67
14 2 USA 60 SKN 2787.60 1738.21
15 2 USA 80 BLZ 2632.06 1641.25
16 2 USA 70 MEX 3054.24 1903.85
17 2 USA 90 GUA 3022.93 1884.66
18 2 USA 91 HON 2951.22 1840.22
19 2 USA 92 SAL 3054.24 1904.86
20 2 USA 93 NIC 3134.03 1954.35
21 2 USA 94 COS 3314.82 2067.47
22 2 USA 95 PAN 3358.25 2093.73
23 2 USA 100 COL 3846.08 2397.74
24 2 USA 101 VEN 3382.49 2108.88
25 2 USA 110 GUY 4049.09 2525.00
26 2 USA 115 SUR 4315.73 2690.64
27 2 USA 130 ECU 4357.14 2716.90
28 2 USA 135 PER 5707.51 3558.23
29 2 USA 140 BRA 6789.22 4233.92
30 2 USA 145 BOL 6231.70 3885.47
31 2 USA 150 PAR 7456.83 4650.04
32 2 USA 155 CHL 8095.15 5046.97
33 2 USA 160 ARG 8401.18 5238.87
34 2 USA 165 URU 8465.82 5278.26
35 2 USA 200 UK 5991.32 3735.99
36 2 USA 205 IRE 5499.45 3428.95
37 2 USA 210 NTH 6259.98 3903.65
38 2 USA 211 BEL 6308.46 3932.94
39 2 USA 212 LUX 6444.81 4018.79
40 2 USA 220 FRN 6255.94 3900.62
41 2 USA 221 MNC 6819.52 4252.10
42 2 USA 223 LIE 6794.27 4236.95
43 2 USA 225 SWZ 6695.29 4175.34
44 2 USA 230 SPN 6166.05 3844.06
45 2 USA 232 AND 6446.83 4019.80
46 2 USA 235 POR 5816.59 3626.91
47 2 USA 255 GMY 6806.39 4244.02
48 2 USA 260 GFR 6496.32 4051.11
49 2 USA 265 GDR 6806.39 4244.02
50 2 USA 290 POL 7268.97 4532.88
51 2 USA 300 AUH 7201.30 4490.46
52 2 USA 305 AUS 7201.30 4490.46
53 2 USA 310 HUN 7441.68 4639.94
54 2 USA 315 CZE 6974.05 4348.05
55 2 USA 316 CZR 6974.05 4348.05
56 2 USA 317 SLO 7254.83 4523.79
57 2 USA 325 ITA 7345.73 4580.35
58 2 USA 331 SNM 7175.04 4474.30
59 2 USA 338 MLT 7804.27 4866.18
60 2 USA 339 ALB 7854.77 4897.49
61 2 USA 345 SER 7711.35 4807.60
62 2 USA 341 MNG 7730.54 4820.73
63 2 USA 343 MAC 7911.33 4932.84
64 2 USA 344 CRO 7347.75 4581.36
65 2 USA 345 YUG 7711.35 4807.60
66 2 USA 346 BOS 7637.62 4762.15
67 2 USA 349 SLV 7193.22 4485.41
68 2 USA 350 GRC 8326.44 5192.41
69 2 USA 352 CYP 9210.19 5742.86
70 2 USA 355 BUL 8031.52 5007.58
71 2 USA 359 MLD 8049.70 5018.69
72 2 USA 360 RUM 8086.06 5041.92
73 2 USA 365 RUS 7951.73 4958.09
74 2 USA 366 EST 7050.81 4396.53
75 2 USA 367 LAT 7197.26 4488.44
76 2 USA 368 LIT 7393.20 4609.64
77 2 USA 369 UKR 7936.58 4949.00
78 2 USA 370 BLR 7575.00 4722.76
79 2 USA 371 ARM 9512.18 5930.72
80 2 USA 372 GRG 9527.33 5940.82
81 2 USA 373 AZE 9805.08 6113.53
82 2 USA 375 FIN 7003.34 4367.24
83 2 USA 380 SWD 6713.47 4186.45
84 2 USA 385 NOR 6322.60 3942.03
85 2 USA 390 DEN 6600.35 4115.75
86 2 USA 395 ICE 4571.26 2850.22
87 2 USA 402 CAP 5772.15 3599.64
88 2 USA 403 STP 9506.12 5927.69
89 2 USA 404 GNB 6828.61 4258.16
90 2 USA 411 EQG 9698.02 6046.87
91 2 USA 420 GAM 6605.40 4118.78
92 2 USA 432 MLI 7426.53 4630.85
93 2 USA 433 SEN 6464.00 4030.91
94 2 USA 434 BEN 8772.86 5470.16
95 2 USA 435 MAA 6332.70 3948.09
96 2 USA 436 NIR 8247.66 5142.92
97 2 USA 437 CDI 8073.94 5033.84
98 2 USA 438 GUI 7143.73 4454.10
99 2 USA 439 BFO 7996.17 4986.37
100 2 USA 450 LBR 7602.27 4739.93
101 2 USA 451 SIE 7243.72 4516.72
102 2 USA 452 GHA 8625.40 5378.25
103 2 USA 461 TOG 8644.59 5390.37
104 2 USA 471 CAO 9753.57 6081.21
105 2 USA 475 NIG 8831.44 5506.52
106 2 USA 481 GAB 9792.96 6106.46
107 2 USA 482 CEN 10311.09 6429.66
108 2 USA 483 CHA 9431.38 5881.23
109 2 USA 484 CON 10588.84 6602.37
110 2 USA 490 DRC 10588.84 6602.37
111 2 USA 500 UGA 11790.74 7351.79
112 2 USA 501 KEN 12237.16 7629.54
113 2 USA 510 TAZ 12817.91 7992.13
114 2 USA 511 ZAN 12812.86 7989.10
115 2 USA 516 BUI 11739.23 7319.47
116 2 USA 517 RWA 11672.57 7278.06
117 2 USA 520 SOM 12707.82 7923.45
118 2 USA 522 DJI 11770.54 7339.67
119 2 USA 530 ETH 11628.13 7249.78
120 2 USA 531 ERI 11151.41 6952.84
121 2 USA 540 ANG 10683.78 6661.96
122 2 USA 541 MZM 13537.03 8440.57
123 2 USA 551 ZAM 12498.75 7793.16
124 2 USA 552 ZIM 12848.21 8011.32
125 2 USA 553 MAW 12816.90 7992.13
126 2 USA 560 SAF 13118.89 8179.99
127 2 USA 563 TRA 13118.89 8179.99
128 2 USA 564 OFS 13178.48 8217.36
129 2 USA 565 NAM 11976.58 7467.94
130 2 USA 570 LES 13254.23 8264.83
131 2 USA 571 BOT 12857.30 8016.37
132 2 USA 572 SWA 13419.87 8367.85
133 2 USA 580 MAG 14367.25 8958.70
134 2 USA 581 COM 13516.83 8427.44
135 2 USA 590 MAS 15357.05 9575.81
136 2 USA 591 SEY 14051.12 8761.75
137 2 USA 600 MOR 6248.87 3896.58
138 2 USA 615 ALG 6892.24 4297.55
139 2 USA 616 TUN 7450.77 4646.00
140 2 USA 620 LIB 7952.74 4959.10
141 2 USA 625 SUD 10682.77 6660.95
142 2 USA 630 IRN 10335.33 6444.81
143 2 USA 640 TUR 8869.82 5530.76
144 2 USA 645 IRQ 10087.88 6290.28
145 2 USA 651 EGY 9448.55 5891.33
146 2 USA 652 SYR 9564.70 5964.05
147 2 USA 660 LEB 9505.11 5926.68
148 2 USA 663 JOR 9693.98 6044.85
149 2 USA 666 ISR 9543.49 5950.92
150 2 USA 670 SAU 11007.99 6863.96
151 2 USA 678 YAR 11571.57 7215.44
152 2 USA 679 YEM 11571.57 7215.44
153 2 USA 680 YPR 11875.58 7404.31
154 2 USA 690 KUW 10659.54 6646.81
155 2 USA 692 BAH 11127.17 6938.70
156 2 USA 694 QAT 11169.59 6963.95
157 2 USA 696 UAE 11501.88 7172.01
158 2 USA 698 OMA 11832.15 7378.05
159 2 USA 700 AFG 11295.84 7043.74
160 2 USA 701 TKM 10511.07 6553.89
161 2 USA 702 TAJ 10881.74 6785.18
162 2 USA 703 KYR 10671.66 6653.88
163 2 USA 704 UZB 10598.94 6609.44
164 2 USA 705 KZK 10645.40 6637.72
165 2 USA 710 CHN 11348.36 7076.06
166 2 USA 711 TBT 12415.93 7741.65
167 2 USA 712 MON 10549.45 6578.13
168 2 USA 713 TAW 12774.48 7964.86
169 2 USA 730 KOR 11330.18 7063.94
170 2 USA 731 PRK 11156.46 6955.87
171 2 USA 732 ROK 11330.18 7063.94
172 2 USA 740 JPN 11069.60 6902.34
173 2 USA 750 IND 12227.06 7623.48
174 2 USA 760 BHU 12676.51 7904.26
175 2 USA 770 PAK 11545.31 7199.28
176 2 USA 771 BNG 13130.00 8187.06
177 2 USA 775 MYA 13997.59 8727.41
178 2 USA 780 SRI 14613.69 9112.22
179 2 USA 790 NEP 12575.51 7841.64
180 2 USA 781 MAD 14550.06 9072.83
181 2 USA 800 THI 14369.27 8959.71
182 2 USA 811 CAM 14598.54 9103.13
183 2 USA 812 LAO 13924.87 8681.96
184 2 USA 815 VNM 14622.78 9117.27
185 2 USA 816 DRV 13480.47 8405.22
186 2 USA 817 RVN 14622.78 9118.28
187 2 USA 820 MAL 15503.50 9666.71
188 2 USA 830 SIN 15727.72 9806.09
189 2 USA 835 BRU 15190.40 9471.78
190 2 USA 840 PHI 13972.34 8712.26
191 2 USA 850 INS 16500.37 10288.87
192 2 USA 860 ETM 16112.53 10046.47
193 2 USA 900 AUL 16082.23 10028.29
194 2 USA 910 PNG 14641.97 9129.39
195 2 USA 920 NEW 14198.58 8852.65
196 2 USA 935 VAN 13476.43 8403.20
197 2 USA 940 SOL 13607.73 8485.01
198 2 USA 950 FJI 12603.79 7858.81
199 2 USA 983 MSI 11574.60 7216.45
200 2 USA 986 PAL 14054.15 8762.76
201 2 USA 987 FSM 12505.82 7798.21
202 2 USA 990 WSM 12850.23 8012.33File formats for tabular data: CSV
- like encoding: no single standard for CSV files
- semicolon separators
- comma in cells might be interpreted as separator
- downside ➖:
- no meta-information about encoding, separators, quoting
- advantages ➕:
- open format that is completely transparent
- general compatibility with data processing and analysis tools
- most commonly used file types for data storage (network effect)
[1] "numa;ida;numb;idb;kmdist;midist" "2;USA; 20;CAN; 738,31; 460,56"
[3] "2;USA; 31;BHM; 1639,23; 1022,12" "2;USA; 40;CUB; 1831,13; 1141,30"
[5] "2;USA; 41;HAI; 2308,86; 1439,25" "2;USA; 42;DOM; 2381,58; 1485,71"
[7] "2;USA; 51;JAM; 2338,15; 1458,44" "2;USA; 52;TRI; 3528,94; 2200,79"
[9] "2;USA; 53;BAR; 3363,30; 2096,76" "2;USA; 54;DMA; 3240,08; 2021,01"
[11] "2;USA; 55;GRN; 3365,32; 2098,78" "2;USA; 56;SLU; 3211,80; 2002,83"
[13] "2;USA; 57;SVG; 3272,40; 2040,20" "2;USA; 58;AAB; 2862,34; 1784,67"
[15] "2;USA; 60;SKN; 2787,60; 1738,21" [1] "numa,ida,numb,idb,kmdist,midist,capnamea"
[2] "2,USA,20,CAN,738.31,460.56,\"Washington, DC\""
[3] "2,USA,31,BHM,1639.23,1022.12,\"Washington, DC\""
[4] "2,USA,40,CUB,1831.13,1141.3,\"Washington, DC\""
[5] "2,USA,41,HAI,2308.86,1439.25,\"Washington, DC\""
[6] "2,USA,42,DOM,2381.58,1485.71,\"Washington, DC\""
[7] "2,USA,51,JAM,2338.15,1458.44,\"Washington, DC\""
[8] "2,USA,52,TRI,3528.94,2200.79,\"Washington, DC\""
[9] "2,USA,53,BAR,3363.3,2096.76,\"Washington, DC\""
[10] "2,USA,54,DMA,3240.08,2021.01,\"Washington, DC\""
[11] "2,USA,55,GRN,3365.32,2098.78,\"Washington, DC\""
[12] "2,USA,56,SLU,3211.8,2002.83,\"Washington, DC\""
[13] "2,USA,57,SVG,3272.4,2040.2,\"Washington, DC\""
[14] "2,USA,58,AAB,2862.34,1784.67,\"Washington, DC\""
[15] "2,USA,60,SKN,2787.6,1738.21,\"Washington, DC\"" File formats for tabular data: Excel
- two types: XLS (legacy XML format) or XLSX (really an archive)
- binary file type of MS Excel
- does not impose a strict tabular structure
- one column can contain several data types (character, numeric, date)
- each file can contain several sheets
- many functions to read (and write) Excel files:
readxl::read_xls/readxl::read_xlsx,openxlsx::read.xlsx,data.table::fread
[1] "numa,ida,numb,idb,kmdist,midist" "2,USA,20,CAN,738.31,460.56"
[3] "2,USA,31,BHM,1639.23,1022.12" "2,USA,40,CUB,1831.13,1141.3"
[5] "2,USA,41,HAI,2308.86,1439.25" "2,USA,42,DOM,2381.58,1485.71"
[7] "2,USA,51,JAM,2338.15,1458.44" "2,USA,52,TRI,3528.94,2200.79"
[9] "2,USA,53,BAR,3363.3,2096.76" "2,USA,54,DMA,3240.08,2021.01"
[11] "2,USA,55,GRN,3365.32,2098.78" "2,USA,56,SLU,3211.8,2002.83"
[13] "2,USA,57,SVG,3272.4,2040.2" "2,USA,58,AAB,2862.34,1784.67"
[15] "2,USA,60,SKN,2787.6,1738.21" numa ida numb idb kmdist midist
1 2 USA 20 CAN 738.31 460.56
2 2 USA 31 BHM 1639.23 1022.12
3 2 USA 40 CUB 1831.13 1141.3
4 2 USA 41 HAI 2308.86 1439.25
5 2 USA 42 DOM 2381.58 1485.71
6 2 USA 51 JAM 2338.15 1458.44
7 2 USA 52 TRI 3528.94 2200.79
8 2 USA 53 BAR 3363.3 2096.76
9 2 USA 54 DMA 3240.08 2021.01
10 2 USA 55 GRN 3365.32 2098.78
11 2 USA 56 SLU 3211.8 2002.83
12 2 USA 57 SVG 3272.4 2040.2
13 2 USA 58 AAB 2862.34 1784.67
14 2 USA 60 SKN 2787.6 1738.21
15 2 USA 80 BLZ 2632.06 1641.25
16 2 USA 70 MEX 3054.24 1903.85
17 2 USA 90 GUA 3022.93 1884.66
18 2 USA 91 HON 2951.22 1840.22
19 2 USA 92 SAL 3054.24 1904.86
20 2 USA 93 NIC 3134.03 1954.35
21 2 USA 94 COS 3314.82 2067.47
22 2 USA 95 PAN 3358.25 2093.73
23 2 USA 100 COL 3846.08 2397.74
24 2 USA 101 VEN 3382.49 2108.88
25 2 USA 110 GUY 4049.09 2525
26 2 USA 115 SUR 4315.73 2690.64
27 2 USA 130 ECU 4357.14 2716.9
28 2 USA 135 PER 5707.51 3558.23
29 2 USA 140 BRA 6789.22 4233.92
30 2 USA 145 BOL 6231.7 3885.47
31 2 USA 150 PAR 7456.83 4650.04
32 2 USA 155 CHL 8095.15 5046.97
33 2 USA 160 ARG 8401.18 5238.87
34 2 USA 165 URU 8465.82 5278.26
35 2 USA 200 UK 5991.32 3735.99
36 2 USA 205 IRE 5499.45 3428.95
37 2 USA 210 NTH 6259.98 3903.65
38 2 USA 211 BEL 6308.46 3932.94
39 2 USA 212 LUX 6444.81 4018.79
40 2 USA 220 FRN 6255.94 3900.62
41 2 USA 221 MNC 6819.52 4252.1
42 2 USA 223 LIE 6794.27 4236.95
43 2 USA 225 SWZ 6695.29 4175.34
44 2 USA 230 SPN 6166.05 3844.06
45 2 USA 232 AND 6446.83 4019.8
46 2 USA 235 POR 5816.59 3626.91
47 2 USA 255 GMY 6806.39 4244.02
48 2 USA 260 GFR 6496.32 4051.11
49 2 USA 265 GDR 6806.39 4244.02
50 2 USA 290 POL 7268.97 4532.88
51 2 USA 300 AUH 7201.3 4490.46
52 2 USA 305 AUS 7201.3 4490.46
53 2 USA 310 HUN 7441.68 4639.94
54 2 USA 315 CZE 6974.05 4348.05
55 2 USA 316 CZR 6974.05 4348.05
56 2 USA 317 SLO 7254.83 4523.79
57 2 USA 325 ITA 7345.73 4580.35
58 2 USA 331 SNM 7175.04 4474.3
59 2 USA 338 MLT 7804.27 4866.18
60 2 USA 339 ALB 7854.77 4897.49
61 2 USA 345 SER 7711.35 4807.6
62 2 USA 341 MNG 7730.54 4820.73
63 2 USA 343 MAC 7911.33 4932.84
64 2 USA 344 CRO 7347.75 4581.36
65 2 USA 345 YUG 7711.35 4807.6
66 2 USA 346 BOS 7637.62 4762.15
67 2 USA 349 SLV 7193.22 4485.41
68 2 USA 350 GRC 8326.44 5192.41
69 2 USA 352 CYP 9210.19 5742.86
70 2 USA 355 BUL 8031.52 5007.58
71 2 USA 359 MLD 8049.7 5018.69
72 2 USA 360 RUM 8086.06 5041.92
73 2 USA 365 RUS 7951.73 4958.09
74 2 USA 366 EST 7050.81 4396.53
75 2 USA 367 LAT 7197.26 4488.44
76 2 USA 368 LIT 7393.2 4609.64
77 2 USA 369 UKR 7936.58 4949
78 2 USA 370 BLR 7575 4722.76
79 2 USA 371 ARM 9512.18 5930.72
80 2 USA 372 GRG 9527.33 5940.82
81 2 USA 373 AZE 9805.08 6113.53
82 2 USA 375 FIN 7003.34 4367.24
83 2 USA 380 SWD 6713.47 4186.45
84 2 USA 385 NOR 6322.6 3942.03
85 2 USA 390 DEN 6600.35 4115.75
86 2 USA 395 ICE 4571.26 2850.22
87 2 USA 402 CAP 5772.15 3599.64
88 2 USA 403 STP 9506.12 5927.69
89 2 USA 404 GNB 6828.61 4258.16
90 2 USA 411 EQG 9698.02 6046.87
91 2 USA 420 GAM 6605.4 4118.78
92 2 USA 432 MLI 7426.53 4630.85
93 2 USA 433 SEN 6464 4030.91
94 2 USA 434 BEN 8772.86 5470.16
95 2 USA 435 MAA 6332.7 3948.09
96 2 USA 436 NIR 8247.66 5142.92
97 2 USA 437 CDI 8073.94 5033.84
98 2 USA 438 GUI 7143.73 4454.1
99 2 USA 439 BFO 7996.17 4986.37
100 2 USA 450 LBR 7602.27 4739.93
101 2 USA 451 SIE 7243.72 4516.72
102 2 USA 452 GHA 8625.4 5378.25
103 2 USA 461 TOG 8644.59 5390.37
104 2 USA 471 CAO 9753.57 6081.21
105 2 USA 475 NIG 8831.44 5506.52
106 2 USA 481 GAB 9792.96 6106.46
107 2 USA 482 CEN 10311.09 6429.66
108 2 USA 483 CHA 9431.38 5881.23
109 2 USA 484 CON 10588.84 6602.37
110 2 USA 490 DRC 10588.84 6602.37
111 2 USA 500 UGA 11790.74 7351.79
112 2 USA 501 KEN 12237.16 7629.54
113 2 USA 510 TAZ 12817.91 7992.13
114 2 USA 511 ZAN 12812.86 7989.1
115 2 USA 516 BUI 11739.23 7319.47
116 2 USA 517 RWA 11672.57 7278.06
117 2 USA 520 SOM 12707.82 7923.45
118 2 USA 522 DJI 11770.54 7339.67
119 2 USA 530 ETH 11628.13 7249.78
120 2 USA 531 ERI 11151.41 6952.84
121 2 USA 540 ANG 10683.78 6661.96
122 2 USA 541 MZM 13537.03 8440.57
123 2 USA 551 ZAM 12498.75 7793.16
124 2 USA 552 ZIM 12848.21 8011.32
125 2 USA 553 MAW 12816.9 7992.13
126 2 USA 560 SAF 13118.89 8179.99
127 2 USA 563 TRA 13118.89 8179.99
128 2 USA 564 OFS 13178.48 8217.36
129 2 USA 565 NAM 11976.58 7467.94
130 2 USA 570 LES 13254.23 8264.83
131 2 USA 571 BOT 12857.3 8016.37
132 2 USA 572 SWA 13419.87 8367.85
133 2 USA 580 MAG 14367.25 8958.7
134 2 USA 581 COM 13516.83 8427.44
135 2 USA 590 MAS 15357.05 9575.81
136 2 USA 591 SEY 14051.12 8761.75
137 2 USA 600 MOR 6248.87 3896.58
138 2 USA 615 ALG 6892.24 4297.55
139 2 USA 616 TUN 7450.77 4646
140 2 USA 620 LIB 7952.74 4959.1
141 2 USA 625 SUD 10682.77 6660.95
142 2 USA 630 IRN 10335.33 6444.81
143 2 USA 640 TUR 8869.82 5530.76
144 2 USA 645 IRQ 10087.88 6290.28
145 2 USA 651 EGY 9448.55 5891.33
146 2 USA 652 SYR 9564.7 5964.05
147 2 USA 660 LEB 9505.11 5926.68
148 2 USA 663 JOR 9693.98 6044.85
149 2 USA 666 ISR 9543.49 5950.92
150 2 USA 670 SAU 11007.99 6863.96
151 2 USA 678 YAR 11571.57 7215.44
152 2 USA 679 YEM 11571.57 7215.44
153 2 USA 680 YPR 11875.58 7404.31
154 2 USA 690 KUW 10659.54 6646.81
155 2 USA 692 BAH 11127.17 6938.7
156 2 USA 694 QAT 11169.59 6963.95
157 2 USA 696 UAE 11501.88 7172.01
158 2 USA 698 OMA 11832.15 7378.05
159 2 USA 700 AFG 11295.84 7043.74
160 2 USA 701 TKM 10511.07 6553.89
161 2 USA 702 TAJ 10881.74 6785.18
162 2 USA 703 KYR 10671.66 6653.88
163 2 USA 704 UZB 10598.94 6609.44
164 2 USA 705 KZK 10645.4 6637.72
165 2 USA 710 CHN 11348.36 7076.06
166 2 USA 711 TBT 12415.93 7741.65
167 2 USA 712 MON 10549.45 6578.13
168 2 USA 713 TAW 12774.48 7964.86
169 2 USA 730 KOR 11330.18 7063.94
170 2 USA 731 PRK 11156.46 6955.87
171 2 USA 732 ROK 11330.18 7063.94
172 2 USA 740 JPN 11069.6 6902.34
173 2 USA 750 IND 12227.06 7623.48
174 2 USA 760 BHU 12676.51 7904.26
175 2 USA 770 PAK 11545.31 7199.28
176 2 USA 771 BNG 13130 8187.06
177 2 USA 775 MYA 13997.59 8727.41
178 2 USA 780 SRI 14613.69 9112.22
179 2 USA 790 NEP 12575.51 7841.64
180 2 USA 781 MAD 14550.06 9072.83
181 2 USA 800 THI 14369.27 8959.71
182 2 USA 811 CAM 14598.54 9103.13
183 2 USA 812 LAO 13924.87 8681.96
184 2 USA 815 VNM 14622.78 9117.27
185 2 USA 816 DRV 13480.47 8405.22
186 2 USA 817 RVN 14622.78 9118.28
187 2 USA 820 MAL 15503.5 9666.71
188 2 USA 830 SIN 15727.72 9806.09
189 2 USA 835 BRU 15190.4 9471.78
190 2 USA 840 PHI 13972.34 8712.26
191 2 USA 850 INS 16500.37 10288.87
192 2 USA 860 ETM 16112.53 10046.47
193 2 USA 900 AUL 16082.23 10028.29
194 2 USA 910 PNG 14641.97 9129.39
195 2 USA 920 NEW 14198.58 8852.65
196 2 USA 935 VAN 13476.43 8403.2
197 2 USA 940 SOL 13607.73 8485.01
198 2 USA 950 FJI 12603.79 7858.81
199 2 USA 983 MSI 11574.6 7216.45
200 2 USA 986 PAL 14054.15 8762.76
201 2 USA 987 FSM 12505.82 7798.21
202 2 USA 990 WSM 12850.23 8012.33
203 numa ida numb idb kmdist midist
204 2 USA 20 CAN 738.31 460.56
205 2 USA 31 BHM 1639.23 1022.12
206 2 USA 40 CUB 1831.13 1141.3
207 2 USA 41 HAI 2308.86 1439.25
208 2 USA 42 DOM 2381.58 1485.71
209 2 USA 51 JAM 2338.15 1458.44
210 2 USA 52 TRI 3528.94 2200.79
211 2 USA 53 BAR 3363.3 2096.76
212 2 USA 54 DMA 3240.08 2021.01
213 2 USA 55 GRN 3365.32 2098.78
214 2 USA 56 SLU 3211.8 2002.83
215 2 USA 57 SVG 3272.4 2040.2
216 2 USA 58 AAB 2862.34 1784.67File formats for tabular data: Stata & SPSS
- .dta are used by Stata
- .sav are used by SPSS
- You encounter them when someone in your team works with these programs
- Fortunately, the
havenpackage has no issue dealing with them andrioprovides a nice consistent interface - When you look at the objects with
View(), you even get the labels from Stata/SPSS under the column names (you can also uselabelled::var_label(stata_dat$orgage)orattributes(stata_dat$orgage)) - advantages ➕:
- you can work with your team
- downside ➖:
- not particularly well suited for data
- not really used by any other programs
stata_dat <- rio::import("data/files/terrorism-targets.dta")
rio::export(stata_dat, "data/files/terrorism-targets2.dta")
stata_dat year ccode
1 2004 645
2 1995 840
3 1996 840
4 1997 840
5 1998 840
6 1999 840
7 2000 840
8 2001 840
9 2002 840
10 2003 840
11 2004 840
12 2005 840
13 2006 840
14 2007 840
15 2001 750
16 1999 679
17 2003 679
18 2000 666
19 2001 666
20 2002 666
21 2003 666
22 2004 666
23 2005 666
24 2006 666
25 2007 666
26 2002 750
27 2004 750
28 2005 750
29 1996 530
30 1999 530
31 2002 750
32 2003 750
33 2004 750
34 2005 750
35 2006 750
36 2007 750
37 2004 645
38 2005 645
39 2006 645
40 2007 645
41 2007 615
42 2001 2
43 1997 750
44 1999 750
45 2003 750
46 1997 500
47 1998 500
48 1999 500
49 2000 500
50 2001 500
51 1999 325
52 2003 645
53 2004 645
54 2005 645
55 2006 645
56 2007 645
57 2004 645
58 2005 645
59 2001 325
60 2003 325
61 1998 451
62 1999 451
63 1995 365
64 1996 365
65 1999 365
66 2000 365
67 2001 365
68 2002 365
69 2003 365
70 2004 365
71 2005 365
72 2006 365
73 2007 365
74 1995 615
75 1996 615
76 1997 615
77 1998 615
78 1999 615
79 2000 615
80 2001 615
81 2002 615
82 2003 615
83 2004 615
84 2005 615
85 2006 615
86 1995 750
87 2007 750
88 2005 770
89 2006 770
90 2007 770
91 2005 800
92 2007 800
93 1995 230
94 1996 230
95 1997 230
96 1998 230
97 1999 230
98 2000 230
99 2001 230
100 2002 230
101 2003 230
102 2004 230
103 2005 230
104 2006 230
105 2007 230
106 2006 800
107 1995 910
108 1996 910
109 1998 220
110 1999 220
111 2000 220
112 2007 490
113 2005 750
114 2006 750
115 2007 750
116 1997 790
117 2000 790
118 2001 790
119 2003 790
120 2004 790
121 2005 790
122 1998 200
123 1995 220
124 1996 220
125 1997 220
126 1998 220
127 1999 220
128 2000 220
129 2001 220
130 2003 220
131 2005 220
132 2006 220
133 2007 220
134 1995 640
135 1996 640
136 1997 640
137 1998 640
138 1999 640
139 2000 640
140 2001 640
141 2003 640
142 1995 850
143 1999 850
144 2000 850
145 2001 850
146 2002 850
147 2003 850
148 2004 850
149 2005 850
150 1995 640
151 1997 640
152 1999 640
153 2000 640
154 2001 640
155 2003 640
156 1995 90
157 1995 666
158 1996 666
159 1997 666
160 1998 666
161 1999 666
162 2000 666
163 2001 666
164 2002 666
165 2003 666
166 2004 666
167 2005 666
168 2006 666
169 2007 666
170 1995 750
171 1996 750
172 1999 750
173 2000 750
174 2003 700
175 2005 700
176 2007 700
177 1995 660
178 1996 660
179 1997 660
180 1998 660
181 1999 660
182 2000 660
183 2004 660
184 2005 660
185 2006 660
186 1995 666
187 1996 666
188 1998 666
189 1999 666
190 2006 666
191 1995 750
192 1998 750
193 1999 750
194 2000 750
195 2001 750
196 2002 750
197 2003 750
198 2004 750
199 2005 750
200 2006 750
201 2007 750
202 2003 325
203 2005 325
204 2006 325
205 1995 200
206 1996 200
207 1997 200
208 1998 200
209 1999 200
210 2000 200
211 2002 200
212 2003 200
213 2005 200
214 2006 200
215 2004 645
216 2005 645
217 2006 645
218 2004 704
219 2007 645
220 2000 750
221 2001 750
222 2002 750
223 2003 750
224 2005 750
225 2006 750
226 2007 750
227 2003 771
228 2005 771
229 2006 771
230 2007 771
231 1996 750
232 1997 750
233 2000 750
234 2002 750
235 2003 750
236 2006 750
237 1995 750
238 1996 750
239 2000 850
240 2002 850
241 2003 850
242 2004 850
243 2005 850
244 2006 630
245 2007 630
246 2007 625
247 1997 451
248 1995 775
249 1996 775
250 1997 775
251 1999 775
252 2001 775
253 2002 775
254 2003 775
255 2005 775
256 2007 775
257 2003 750
258 1995 811
259 1996 811
260 1997 811
261 1998 811
262 1998 343
263 1998 345
264 1999 345
265 1995 640
266 1996 640
267 1997 640
268 1998 640
269 1999 640
270 2000 640
271 2003 640
272 2004 640
273 2005 640
274 2006 640
275 2007 640
276 1996 770
277 1998 770
278 1999 770
279 2000 770
280 2001 770
281 2002 770
282 2003 770
283 2004 770
284 2005 770
285 2006 770
286 2001 770
287 2002 770
288 1999 750
289 2000 750
290 2001 750
291 2002 750
292 2003 750
293 2004 750
294 2005 750
295 2006 750
296 2007 750
297 1995 780
298 1996 780
299 1997 780
300 1998 780
301 1999 780
302 2000 780
303 2001 780
304 2002 780
305 2003 780
306 2004 780
307 2005 780
308 2006 780
309 2007 780
310 1995 500
311 1996 500
312 1997 500
313 1998 500
314 2000 500
315 2001 500
316 2002 500
317 2003 500
318 2004 500
319 2005 500
320 2004 645
321 2006 645
322 1995 750
323 1997 750
324 1999 750
325 2000 750
326 2001 750
327 2002 750
328 2003 750
329 2004 750
330 2007 750
331 1999 790
332 2000 790
333 2001 790
334 2002 790
335 2003 790
336 2004 790
337 2005 790
338 2006 790
339 2001 490
340 2007 490
341 1995 775
342 1995 840
343 1996 840
344 1997 840
345 1998 840
346 1999 840
347 2000 840
348 2001 840
349 2002 840
350 2003 840
351 2004 840
352 2006 840
353 2007 840
354 1995 840
355 1996 840
356 1997 840
357 1999 840
358 2000 840
359 2005 840
360 2007 840
361 1999 483
362 2002 483
363 1995 433
364 1997 433
365 1998 433
366 2000 433
367 2001 433
368 2004 800
369 1995 770
370 1996 770
371 1998 770
372 1999 770
373 2000 770
374 2001 770
375 2002 770
376 1996 516
377 1997 516
378 1999 516
379 2001 516
380 2002 516
381 2003 516
382 1995 750
383 1996 750
384 1997 750
385 1998 750
386 1999 750
387 2000 750
388 2001 750
389 2002 750
390 2004 750
391 2006 750
392 2001 343
393 1995 100
394 1996 100
395 1997 100
396 1998 100
397 1999 100
398 2000 100
399 2001 100
400 2002 100
401 2003 100
402 2004 100
403 2005 100
404 2006 100
405 1998 750
406 1999 750
407 2000 750
408 2001 750
409 2002 750
410 2003 750
411 2004 750
412 2005 750
413 2000 750
414 2001 750
415 2007 750
416 1995 750
417 1996 750
418 1995 540
419 1997 540
420 1998 540
421 1999 540
422 2000 540
423 2001 540
424 2002 540
425 1995 840
426 1996 840
427 1997 840
428 1999 840
429 2000 840
430 2001 840
431 2002 840
432 2003 840
433 2004 840
434 2005 840
435 2006 840
436 2007 840
437 2007 530
438 1999 530
439 2002 530
440 2003 530
441 2004 530
442 1995 666
443 2000 666
444 2001 666
445 2002 666
446 2003 666
447 2004 666
448 2005 666
449 2006 666
450 2007 666
451 2000 666
452 2001 666
453 2002 666
454 1998 516
455 2000 516
456 2001 516
457 2002 516
458 2003 516
459 2005 516
460 2006 516
461 1997 800
462 1998 800
463 2001 800
464 2003 800
465 2005 800
466 2006 800
467 2000 750
468 1996 750
469 1997 750
470 1998 750
471 1999 750
472 2000 750
473 2001 750
474 2002 750
475 2003 750
476 2004 750
477 1995 666
478 1996 666
479 2001 666
480 2002 666
481 2003 666
482 2004 666
483 2005 666
484 2007 666
485 2000 666
486 2001 666
487 2002 666
488 2003 666
489 2004 666
490 2005 666
491 2006 666
492 2007 666
493 1996 70
494 2003 325
495 2004 325
496 2005 771
497 2006 771
498 1998 200
499 2000 200
500 2001 200
501 2002 200
502 2003 200
503 2004 200
504 2007 200
505 1999 325
506 2003 325
507 1995 100
508 1996 100
509 1997 100
510 1998 100
511 1999 100
512 2000 100
513 2001 100
514 2002 100
515 2003 100
516 2004 100
517 2005 100
518 2006 100
519 2007 100
520 1997 850
521 2000 325
522 1996 350
523 1997 350
524 1998 350
525 1999 350
526 2000 350
527 2000 225
528 2001 225
529 1997 350
530 1998 350
531 2003 350
532 2004 350
533 2005 350
534 2006 350
535 2007 350
536 1995 451
537 1998 451
538 1999 451
539 2000 451
540 2002 365
541 2004 365
542 2005 365
543 2007 365
544 1999 615
545 2000 615
546 2001 615
547 2002 615
548 2003 615
549 2004 615
550 2005 615
551 2006 615
552 2007 615
553 2002 325
554 2002 750
555 2004 750
556 1995 135
557 1996 135
558 1997 135
559 1998 135
560 1999 135
561 2000 135
562 2001 135
563 2002 135
564 2003 135
565 2004 135
566 2005 135
567 2006 135
568 2007 135
569 2003 101
570 1995 625
571 1996 625
572 1999 625
573 2000 625
574 2001 625
575 2005 625
576 2006 625
577 2007 625
578 1996 645
579 1999 365
580 1995 700
581 2001 700
582 2002 700
583 2003 700
584 2004 700
585 2005 700
586 2006 700
587 2007 700
588 2005 800
589 2007 436
590 2007 432
591 2008 436
592 1995 135
593 1996 135
594 1997 135
595 1999 101
596 2001 101
597 1997 640
598 1998 640
599 1999 640
600 2000 640
601 2003 640
602 1997 490
603 1998 490
604 1999 625
605 2006 483
606 2007 483
607 2006 483
608 1996 750
609 1997 750
610 1998 750
611 1999 750
612 2000 750
613 2001 750
614 2002 750
615 2003 750
616 2004 750
617 2005 750
618 2006 750
619 2007 750
620 2003 750
621 2001 666
622 2002 666
623 2005 666
624 2006 666
625 2007 666
626 1995 651
627 1996 651
628 1997 651
629 1998 651
gtdname
1 1920 Revolution Brigades
2 Abu Sayyaf Group (ASG)
3 Abu Sayyaf Group (ASG)
4 Abu Sayyaf Group (ASG)
5 Abu Sayyaf Group (ASG)
6 Abu Sayyaf Group (ASG)
7 Abu Sayyaf Group (ASG)
8 Abu Sayyaf Group (ASG)
9 Abu Sayyaf Group (ASG)
10 Abu Sayyaf Group (ASG)
11 Abu Sayyaf Group (ASG)
12 Abu Sayyaf Group (ASG)
13 Abu Sayyaf Group (ASG)
14 Abu Sayyaf Group (ASG)
15 Achik National Volunteer Council (ANVC)
16 Adan Abyan Islamic Army (AAIA)
17 Adan Abyan Islamic Army (AAIA)
18 Al-Aqsa Martyrs Brigade
19 Al-Aqsa Martyrs Brigade
20 Al-Aqsa Martyrs Brigade
21 Al-Aqsa Martyrs Brigade
22 Al-Aqsa Martyrs Brigade
23 Al-Aqsa Martyrs Brigade
24 Al-Aqsa Martyrs Brigade
25 Al-Aqsa Martyrs Brigade
26 Al-Arifeen
27 Al-Arifeen
28 Al-Arifeen
29 Al-Ittihaad al-Islami (AIAI)
30 Al-Ittihaad al-Islami (AIAI)
31 Al-Mansoorian
32 Al-Mansoorian
33 Al-Mansoorian
34 Al-Mansoorian
35 Al-Mansoorian
36 Al-Mansoorian
37 Al-Qa`ida in Iraq
38 Al-Qa`ida in Iraq
39 Al-Qa`ida in Iraq
40 Al-Qa`ida in Iraq
41 Al-Qa`ida in the Lands of the Islamic Maghreb (AQLIM)
42 Al-Qa`ida
43 All Tripura Tiger Force (ATTF)
44 All Tripura Tiger Force (ATTF)
45 All Tripura Tiger Force (ATTF)
46 Allied Democratic Forces (ADF)
47 Allied Democratic Forces (ADF)
48 Allied Democratic Forces (ADF)
49 Allied Democratic Forces (ADF)
50 Allied Democratic Forces (ADF)
51 Angry Brigade (Italy)
52 Ansar al-Islam
53 Ansar al-Islam
54 Ansar al-Islam
55 Ansar al-Islam
56 Ansar al-Islam
57 Ansar al-Sunna
58 Ansar al-Sunna
59 Anti-Imperialist Territorial Nuclei (NTA)
60 Anti-Imperialist Territorial Nuclei (NTA)
61 Armed Forces Revolutionary Council (AFRC)
62 Armed Forces Revolutionary Council (AFRC)
63 Armed Forces of the Chechen Republic of Ichkeria
64 Armed Forces of the Chechen Republic of Ichkeria
65 Armed Forces of the Chechen Republic of Ichkeria
66 Armed Forces of the Chechen Republic of Ichkeria
67 Armed Forces of the Chechen Republic of Ichkeria
68 Armed Forces of the Chechen Republic of Ichkeria
69 Armed Forces of the Chechen Republic of Ichkeria
70 Armed Forces of the Chechen Republic of Ichkeria
71 Armed Forces of the Chechen Republic of Ichkeria
72 Armed Forces of the Chechen Republic of Ichkeria
73 Armed Forces of the Chechen Republic of Ichkeria
74 Armed Islamic Group (GIA)
75 Armed Islamic Group (GIA)
76 Armed Islamic Group (GIA)
77 Armed Islamic Group (GIA)
78 Armed Islamic Group (GIA)
79 Armed Islamic Group (GIA)
80 Armed Islamic Group (GIA)
81 Armed Islamic Group (GIA)
82 Armed Islamic Group (GIA)
83 Armed Islamic Group (GIA)
84 Armed Islamic Group (GIA)
85 Armed Islamic Group (GIA)
86 Babbar Khalsa International (BKI)
87 Babbar Khalsa International (BKI)
88 Baloch Liberation Army (BLA)
89 Baloch Liberation Army (BLA)
90 Baloch Liberation Army (BLA)
91 Barisan Revolusi Nasional (BRN)
92 Barisan Revolusi Nasional (BRN)
93 Basque Fatherland and Freedom (ETA)
94 Basque Fatherland and Freedom (ETA)
95 Basque Fatherland and Freedom (ETA)
96 Basque Fatherland and Freedom (ETA)
97 Basque Fatherland and Freedom (ETA)
98 Basque Fatherland and Freedom (ETA)
99 Basque Fatherland and Freedom (ETA)
100 Basque Fatherland and Freedom (ETA)
101 Basque Fatherland and Freedom (ETA)
102 Basque Fatherland and Freedom (ETA)
103 Basque Fatherland and Freedom (ETA)
104 Basque Fatherland and Freedom (ETA)
105 Basque Fatherland and Freedom (ETA)
106 Bersatu
107 Bougainville Revolutionary Army (BRA)
108 Bougainville Revolutionary Army (BRA)
109 Breton Liberation Front (FLB)
110 Breton Liberation Front (FLB)
111 Breton Liberation Front (FLB)
112 Bunda Dia Kongo (BDK)
113 Communist Party of India - Maoist (CPI-Maoist)
114 Communist Party of India - Maoist (CPI-Maoist)
115 Communist Party of India - Maoist (CPI-Maoist)
116 Communist Party of Nepal- Maoist (CPN-M)
117 Communist Party of Nepal- Maoist (CPN-M)
118 Communist Party of Nepal- Maoist (CPN-M)
119 Communist Party of Nepal- Maoist (CPN-M)
120 Communist Party of Nepal- Maoist (CPN-M)
121 Communist Party of Nepal- Maoist (CPN-M)
122 Continuity Irish Republican Army (CIRA)
123 Corsican National Liberation Front (FLNC)
124 Corsican National Liberation Front (FLNC)
125 Corsican National Liberation Front (FLNC)
126 Corsican National Liberation Front (FLNC)
127 Corsican National Liberation Front (FLNC)
128 Corsican National Liberation Front (FLNC)
129 Corsican National Liberation Front (FLNC)
130 Corsican National Liberation Front (FLNC)
131 Corsican National Liberation Front (FLNC)
132 Corsican National Liberation Front (FLNC)
133 Corsican National Liberation Front (FLNC)
134 Devrimici Halk Kurtulus Cephesi (DHKP/C)
135 Devrimici Halk Kurtulus Cephesi (DHKP/C)
136 Devrimici Halk Kurtulus Cephesi (DHKP/C)
137 Devrimici Halk Kurtulus Cephesi (DHKP/C)
138 Devrimici Halk Kurtulus Cephesi (DHKP/C)
139 Devrimici Halk Kurtulus Cephesi (DHKP/C)
140 Devrimici Halk Kurtulus Cephesi (DHKP/C)
141 Devrimici Halk Kurtulus Cephesi (DHKP/C)
142 Free Aceh Movement (GAM)
143 Free Aceh Movement (GAM)
144 Free Aceh Movement (GAM)
145 Free Aceh Movement (GAM)
146 Free Aceh Movement (GAM)
147 Free Aceh Movement (GAM)
148 Free Aceh Movement (GAM)
149 Free Aceh Movement (GAM)
150 Great Eastern Islamic Raiders Front (IBDA-C)
151 Great Eastern Islamic Raiders Front (IBDA-C)
152 Great Eastern Islamic Raiders Front (IBDA-C)
153 Great Eastern Islamic Raiders Front (IBDA-C)
154 Great Eastern Islamic Raiders Front (IBDA-C)
155 Great Eastern Islamic Raiders Front (IBDA-C)
156 Guatemalan National Revolutionary Unity (URNG)
157 Hamas (Islamic Resistance Movement)
158 Hamas (Islamic Resistance Movement)
159 Hamas (Islamic Resistance Movement)
160 Hamas (Islamic Resistance Movement)
161 Hamas (Islamic Resistance Movement)
162 Hamas (Islamic Resistance Movement)
163 Hamas (Islamic Resistance Movement)
164 Hamas (Islamic Resistance Movement)
165 Hamas (Islamic Resistance Movement)
166 Hamas (Islamic Resistance Movement)
167 Hamas (Islamic Resistance Movement)
168 Hamas (Islamic Resistance Movement)
169 Hamas (Islamic Resistance Movement)
170 Harkat ul Ansar
171 Harkat ul Ansar
172 Harkat ul Ansar
173 Harkat ul Ansar
174 Hizb-I-Islami
175 Hizb-I-Islami
176 Hizb-I-Islami
177 Hizballah
178 Hizballah
179 Hizballah
180 Hizballah
181 Hizballah
182 Hizballah
183 Hizballah
184 Hizballah
185 Hizballah
186 Hizballah
187 Hizballah
188 Hizballah
189 Hizballah
190 Hizballah
191 Hizbul Mujahideen (HM)
192 Hizbul Mujahideen (HM)
193 Hizbul Mujahideen (HM)
194 Hizbul Mujahideen (HM)
195 Hizbul Mujahideen (HM)
196 Hizbul Mujahideen (HM)
197 Hizbul Mujahideen (HM)
198 Hizbul Mujahideen (HM)
199 Hizbul Mujahideen (HM)
200 Hizbul Mujahideen (HM)
201 Hizbul Mujahideen (HM)
202 Informal Anarchist Federation
203 Informal Anarchist Federation
204 Informal Anarchist Federation
205 Irish Republican Army (IRA)
206 Irish Republican Army (IRA)
207 Irish Republican Army (IRA)
208 Irish Republican Army (IRA)
209 Irish Republican Army (IRA)
210 Irish Republican Army (IRA)
211 Irish Republican Army (IRA)
212 Irish Republican Army (IRA)
213 Irish Republican Army (IRA)
214 Irish Republican Army (IRA)
215 Islamic Army in Iraq (al-Jaish al-Islami fi al-Iraq)
216 Islamic Army in Iraq (al-Jaish al-Islami fi al-Iraq)
217 Islamic Army in Iraq (al-Jaish al-Islami fi al-Iraq)
218 Islamic Jihad Group (IJG)
219 Islamic State of Iraq (ISI)
220 Jaish-e-Mohammad (JeM)
221 Jaish-e-Mohammad (JeM)
222 Jaish-e-Mohammad (JeM)
223 Jaish-e-Mohammad (JeM)
224 Jaish-e-Mohammad (JeM)
225 Jaish-e-Mohammad (JeM)
226 Jaish-e-Mohammad (JeM)
227 Jama'atul Mujahideen Bangladesh (JMB)
228 Jama'atul Mujahideen Bangladesh (JMB)
229 Jama'atul Mujahideen Bangladesh (JMB)
230 Jama'atul Mujahideen Bangladesh (JMB)
231 Jamiat ul-Mujahedin (JuM)
232 Jamiat ul-Mujahedin (JuM)
233 Jamiat ul-Mujahedin (JuM)
234 Jamiat ul-Mujahedin (JuM)
235 Jamiat ul-Mujahedin (JuM)
236 Jamiat ul-Mujahedin (JuM)
237 Jammu and Kashmir Islamic Front
238 Jammu and Kashmir Islamic Front
239 Jemaah Islamiya (JI)
240 Jemaah Islamiya (JI)
241 Jemaah Islamiya (JI)
242 Jemaah Islamiya (JI)
243 Jemaah Islamiya (JI)
244 Jundallah
245 Jundallah
246 Justice and Equality Movement (JEM)
247 Kamajor Hunters
248 Karen National Union
249 Karen National Union
250 Karen National Union
251 Karen National Union
252 Karen National Union
253 Karen National Union
254 Karen National Union
255 Karen National Union
256 Karen National Union
257 Kashmir Freedom Force
258 Khmer Rouge
259 Khmer Rouge
260 Khmer Rouge
261 Khmer Rouge
262 Kosovo Liberation Army (KLA)
263 Kosovo Liberation Army (KLA)
264 Kosovo Liberation Army (KLA)
265 Kurdistan Workers' Party (PKK)
266 Kurdistan Workers' Party (PKK)
267 Kurdistan Workers' Party (PKK)
268 Kurdistan Workers' Party (PKK)
269 Kurdistan Workers' Party (PKK)
270 Kurdistan Workers' Party (PKK)
271 Kurdistan Workers' Party (PKK)
272 Kurdistan Workers' Party (PKK)
273 Kurdistan Workers' Party (PKK)
274 Kurdistan Workers' Party (PKK)
275 Kurdistan Workers' Party (PKK)
276 Lashkar-e-Jhangvi
277 Lashkar-e-Jhangvi
278 Lashkar-e-Jhangvi
279 Lashkar-e-Jhangvi
280 Lashkar-e-Jhangvi
281 Lashkar-e-Jhangvi
282 Lashkar-e-Jhangvi
283 Lashkar-e-Jhangvi
284 Lashkar-e-Jhangvi
285 Lashkar-e-Jhangvi
286 Lashkar-e-Omar
287 Lashkar-e-Omar
288 Lashkar-e-Taiba (LeT)
289 Lashkar-e-Taiba (LeT)
290 Lashkar-e-Taiba (LeT)
291 Lashkar-e-Taiba (LeT)
292 Lashkar-e-Taiba (LeT)
293 Lashkar-e-Taiba (LeT)
294 Lashkar-e-Taiba (LeT)
295 Lashkar-e-Taiba (LeT)
296 Lashkar-e-Taiba (LeT)
297 Liberation Tigers of Tamil Eelam (LTTE)
298 Liberation Tigers of Tamil Eelam (LTTE)
299 Liberation Tigers of Tamil Eelam (LTTE)
300 Liberation Tigers of Tamil Eelam (LTTE)
301 Liberation Tigers of Tamil Eelam (LTTE)
302 Liberation Tigers of Tamil Eelam (LTTE)
303 Liberation Tigers of Tamil Eelam (LTTE)
304 Liberation Tigers of Tamil Eelam (LTTE)
305 Liberation Tigers of Tamil Eelam (LTTE)
306 Liberation Tigers of Tamil Eelam (LTTE)
307 Liberation Tigers of Tamil Eelam (LTTE)
308 Liberation Tigers of Tamil Eelam (LTTE)
309 Liberation Tigers of Tamil Eelam (LTTE)
310 Lord's Resistance Army (LRA)
311 Lord's Resistance Army (LRA)
312 Lord's Resistance Army (LRA)
313 Lord's Resistance Army (LRA)
314 Lord's Resistance Army (LRA)
315 Lord's Resistance Army (LRA)
316 Lord's Resistance Army (LRA)
317 Lord's Resistance Army (LRA)
318 Lord's Resistance Army (LRA)
319 Lord's Resistance Army (LRA)
320 Mahdi Army
321 Mahdi Army
322 Maoist Communist Center (MCC)
323 Maoist Communist Center (MCC)
324 Maoist Communist Center (MCC)
325 Maoist Communist Center (MCC)
326 Maoist Communist Center (MCC)
327 Maoist Communist Center (MCC)
328 Maoist Communist Center (MCC)
329 Maoist Communist Center (MCC)
330 Maoist Communist Center (MCC)
331 Maoists
332 Maoists
333 Maoists
334 Maoists
335 Maoists
336 Maoists
337 Maoists
338 Maoists
339 Mayi Mayi
340 Mayi Mayi
341 Mong Thai Army (MTA)
342 Moro Islamic Liberation Front (MILF)
343 Moro Islamic Liberation Front (MILF)
344 Moro Islamic Liberation Front (MILF)
345 Moro Islamic Liberation Front (MILF)
346 Moro Islamic Liberation Front (MILF)
347 Moro Islamic Liberation Front (MILF)
348 Moro Islamic Liberation Front (MILF)
349 Moro Islamic Liberation Front (MILF)
350 Moro Islamic Liberation Front (MILF)
351 Moro Islamic Liberation Front (MILF)
352 Moro Islamic Liberation Front (MILF)
353 Moro Islamic Liberation Front (MILF)
354 Moro National Liberation Front (MNLF)
355 Moro National Liberation Front (MNLF)
356 Moro National Liberation Front (MNLF)
357 Moro National Liberation Front (MNLF)
358 Moro National Liberation Front (MNLF)
359 Moro National Liberation Front (MNLF)
360 Moro National Liberation Front (MNLF)
361 Movement for Democracy and Justice in Chad (MDJT)
362 Movement for Democracy and Justice in Chad (MDJT)
363 Movement of Democratic Forces of Casamance
364 Movement of Democratic Forces of Casamance
365 Movement of Democratic Forces of Casamance
366 Movement of Democratic Forces of Casamance
367 Movement of Democratic Forces of Casamance
368 Mujahideen Islam Pattani
369 Muttahida Qami Movement (MQM)
370 Muttahida Qami Movement (MQM)
371 Muttahida Qami Movement (MQM)
372 Muttahida Qami Movement (MQM)
373 Muttahida Qami Movement (MQM)
374 Muttahida Qami Movement (MQM)
375 Muttahida Qami Movement (MQM)
376 National Council for Defense of Democracy (NCDD)
377 National Council for Defense of Democracy (NCDD)
378 National Council for Defense of Democracy (NCDD)
379 National Council for Defense of Democracy (NCDD)
380 National Council for Defense of Democracy (NCDD)
381 National Council for Defense of Democracy (NCDD)
382 National Democratic Front of Bodoland (NDFB)
383 National Democratic Front of Bodoland (NDFB)
384 National Democratic Front of Bodoland (NDFB)
385 National Democratic Front of Bodoland (NDFB)
386 National Democratic Front of Bodoland (NDFB)
387 National Democratic Front of Bodoland (NDFB)
388 National Democratic Front of Bodoland (NDFB)
389 National Democratic Front of Bodoland (NDFB)
390 National Democratic Front of Bodoland (NDFB)
391 National Democratic Front of Bodoland (NDFB)
392 National Liberation Army (NLA) (Macedonia)
393 National Liberation Army of Colombia (ELN)
394 National Liberation Army of Colombia (ELN)
395 National Liberation Army of Colombia (ELN)
396 National Liberation Army of Colombia (ELN)
397 National Liberation Army of Colombia (ELN)
398 National Liberation Army of Colombia (ELN)
399 National Liberation Army of Colombia (ELN)
400 National Liberation Army of Colombia (ELN)
401 National Liberation Army of Colombia (ELN)
402 National Liberation Army of Colombia (ELN)
403 National Liberation Army of Colombia (ELN)
404 National Liberation Army of Colombia (ELN)
405 National Liberation Front of Tripura (NLFT)
406 National Liberation Front of Tripura (NLFT)
407 National Liberation Front of Tripura (NLFT)
408 National Liberation Front of Tripura (NLFT)
409 National Liberation Front of Tripura (NLFT)
410 National Liberation Front of Tripura (NLFT)
411 National Liberation Front of Tripura (NLFT)
412 National Liberation Front of Tripura (NLFT)
413 National Socialist Council of Nagaland-Isak-Muivah (NSCN-IM)
414 National Socialist Council of Nagaland-Isak-Muivah (NSCN-IM)
415 National Socialist Council of Nagaland-Isak-Muivah (NSCN-IM)
416 National Socialist Council of Nagaland
417 National Socialist Council of Nagaland
418 National Union for the Total Independence of Angola (UNITA)
419 National Union for the Total Independence of Angola (UNITA)
420 National Union for the Total Independence of Angola (UNITA)
421 National Union for the Total Independence of Angola (UNITA)
422 National Union for the Total Independence of Angola (UNITA)
423 National Union for the Total Independence of Angola (UNITA)
424 National Union for the Total Independence of Angola (UNITA)
425 New People's Army (NPA)
426 New People's Army (NPA)
427 New People's Army (NPA)
428 New People's Army (NPA)
429 New People's Army (NPA)
430 New People's Army (NPA)
431 New People's Army (NPA)
432 New People's Army (NPA)
433 New People's Army (NPA)
434 New People's Army (NPA)
435 New People's Army (NPA)
436 New People's Army (NPA)
437 Ogaden National Liberation Front (ONLF)
438 Oromo Liberation Front
439 Oromo Liberation Front
440 Oromo Liberation Front
441 Oromo Liberation Front
442 Palestinian Islamic Jihad (PIJ)
443 Palestinian Islamic Jihad (PIJ)
444 Palestinian Islamic Jihad (PIJ)
445 Palestinian Islamic Jihad (PIJ)
446 Palestinian Islamic Jihad (PIJ)
447 Palestinian Islamic Jihad (PIJ)
448 Palestinian Islamic Jihad (PIJ)
449 Palestinian Islamic Jihad (PIJ)
450 Palestinian Islamic Jihad (PIJ)
451 Palestinians (PNA)
452 Palestinians (PNA)
453 Palestinians (PNA)
454 Party for the Liberation of the Hutu People (PALIPEHUTU)
455 Party for the Liberation of the Hutu People (PALIPEHUTU)
456 Party for the Liberation of the Hutu People (PALIPEHUTU)
457 Party for the Liberation of the Hutu People (PALIPEHUTU)
458 Party for the Liberation of the Hutu People (PALIPEHUTU)
459 Party for the Liberation of the Hutu People (PALIPEHUTU)
460 Party for the Liberation of the Hutu People (PALIPEHUTU)
461 Pattani United Liberation Organization (PULO)
462 Pattani United Liberation Organization (PULO)
463 Pattani United Liberation Organization (PULO)
464 Pattani United Liberation Organization (PULO)
465 Pattani United Liberation Organization (PULO)
466 Pattani United Liberation Organization (PULO)
467 People's Liberation Army (India)
468 People's War Group (PWG)
469 People's War Group (PWG)
470 People's War Group (PWG)
471 People's War Group (PWG)
472 People's War Group (PWG)
473 People's War Group (PWG)
474 People's War Group (PWG)
475 People's War Group (PWG)
476 People's War Group (PWG)
477 Popular Front for the Liberation of Palestine (PFLP)
478 Popular Front for the Liberation of Palestine (PFLP)
479 Popular Front for the Liberation of Palestine (PFLP)
480 Popular Front for the Liberation of Palestine (PFLP)
481 Popular Front for the Liberation of Palestine (PFLP)
482 Popular Front for the Liberation of Palestine (PFLP)
483 Popular Front for the Liberation of Palestine (PFLP)
484 Popular Front for the Liberation of Palestine (PFLP)
485 Popular Resistance Committees
486 Popular Resistance Committees
487 Popular Resistance Committees
488 Popular Resistance Committees
489 Popular Resistance Committees
490 Popular Resistance Committees
491 Popular Resistance Committees
492 Popular Resistance Committees
493 Popular Revolutionary Army (Mexico)
494 Proletarian Nuclei for Communism
495 Proletarian Nuclei for Communism
496 Purbo Banglar Communist Party
497 Purbo Banglar Communist Party
498 Real Irish Republican Army (RIRA)
499 Real Irish Republican Army (RIRA)
500 Real Irish Republican Army (RIRA)
501 Real Irish Republican Army (RIRA)
502 Real Irish Republican Army (RIRA)
503 Real Irish Republican Army (RIRA)
504 Real Irish Republican Army (RIRA)
505 Red Brigades Fighting Communist Party (BR-PCC)
506 Red Brigades Fighting Communist Party (BR-PCC)
507 Revolutionary Armed Forces of Colombia (FARC)
508 Revolutionary Armed Forces of Colombia (FARC)
509 Revolutionary Armed Forces of Colombia (FARC)
510 Revolutionary Armed Forces of Colombia (FARC)
511 Revolutionary Armed Forces of Colombia (FARC)
512 Revolutionary Armed Forces of Colombia (FARC)
513 Revolutionary Armed Forces of Colombia (FARC)
514 Revolutionary Armed Forces of Colombia (FARC)
515 Revolutionary Armed Forces of Colombia (FARC)
516 Revolutionary Armed Forces of Colombia (FARC)
517 Revolutionary Armed Forces of Colombia (FARC)
518 Revolutionary Armed Forces of Colombia (FARC)
519 Revolutionary Armed Forces of Colombia (FARC)
520 Revolutionary Front for an Independent East Timor (FRETILIN)
521 Revolutionary Leninist Brigades
522 Revolutionary Nuclei
523 Revolutionary Nuclei
524 Revolutionary Nuclei
525 Revolutionary Nuclei
526 Revolutionary Nuclei
527 Revolutionary Perspective
528 Revolutionary Perspective
529 Revolutionary Struggle
530 Revolutionary Struggle
531 Revolutionary Struggle
532 Revolutionary Struggle
533 Revolutionary Struggle
534 Revolutionary Struggle
535 Revolutionary Struggle
536 Revolutionary United Front (RUF)
537 Revolutionary United Front (RUF)
538 Revolutionary United Front (RUF)
539 Revolutionary United Front (RUF)
540 Riyadus-Salikhin Reconnaissance and Sabotage Battalion of Chechen Martyrs
541 Riyadus-Salikhin Reconnaissance and Sabotage Battalion of Chechen Martyrs
542 Riyadus-Salikhin Reconnaissance and Sabotage Battalion of Chechen Martyrs
543 Riyadus-Salikhin Reconnaissance and Sabotage Battalion of Chechen Martyrs
544 Salafist Group for Preaching and Fighting (GSPC)
545 Salafist Group for Preaching and Fighting (GSPC)
546 Salafist Group for Preaching and Fighting (GSPC)
547 Salafist Group for Preaching and Fighting (GSPC)
548 Salafist Group for Preaching and Fighting (GSPC)
549 Salafist Group for Preaching and Fighting (GSPC)
550 Salafist Group for Preaching and Fighting (GSPC)
551 Salafist Group for Preaching and Fighting (GSPC)
552 Salafist Group for Preaching and Fighting (GSPC)
553 Sardinian Autonomy Movement
554 Save Kashmir Movement
555 Save Kashmir Movement
556 Shining Path (SL)
557 Shining Path (SL)
558 Shining Path (SL)
559 Shining Path (SL)
560 Shining Path (SL)
561 Shining Path (SL)
562 Shining Path (SL)
563 Shining Path (SL)
564 Shining Path (SL)
565 Shining Path (SL)
566 Shining Path (SL)
567 Shining Path (SL)
568 Shining Path (SL)
569 Simon Bolivar Guerrilla Coordinating Board (CGSB)
570 Sudan People's Liberation Army (SPLA)
571 Sudan People's Liberation Army (SPLA)
572 Sudan People's Liberation Army (SPLA)
573 Sudan People's Liberation Army (SPLA)
574 Sudan People's Liberation Army (SPLA)
575 Sudan People's Liberation Army (SPLA)
576 Sudan People's Liberation Army (SPLA)
577 Sudan People's Liberation Army (SPLA)
578 Supreme Council for Islamic Revolution in Iraq (SCIRI)
579 Sword of Islam
580 Taliban
581 Taliban
582 Taliban
583 Taliban
584 Taliban
585 Taliban
586 Taliban
587 Taliban
588 Thai Islamic Militants
589 Tuareg Guerrillas (MNJ)
590 Tuaregs (ATNMC)
591 Tuaregs (ATNMC)
592 Tupac Amaru Revolutionary Movement (MRTA)
593 Tupac Amaru Revolutionary Movement (MRTA)
594 Tupac Amaru Revolutionary Movement (MRTA)
595 Tupamaro Revolutionary Movement
596 Tupamaro Revolutionary Movement
597 Turkish Communist Party/Marxist (TKP-ML)
598 Turkish Communist Party/Marxist (TKP-ML)
599 Turkish Communist Party/Marxist (TKP-ML)
600 Turkish Communist Party/Marxist (TKP-ML)
601 Turkish Communist Party/Marxist (TKP-ML)
602 Tutsi
603 Tutsi
604 Ummah Liberation Army
605 Union of Forces for Democracy and Development (UFDD)
606 Union of Forces for Democracy and Development (UFDD)
607 United Front for Democratic Change (FUC)
608 United Liberation Front of Assam (ULFA)
609 United Liberation Front of Assam (ULFA)
610 United Liberation Front of Assam (ULFA)
611 United Liberation Front of Assam (ULFA)
612 United Liberation Front of Assam (ULFA)
613 United Liberation Front of Assam (ULFA)
614 United Liberation Front of Assam (ULFA)
615 United Liberation Front of Assam (ULFA)
616 United Liberation Front of Assam (ULFA)
617 United Liberation Front of Assam (ULFA)
618 United Liberation Front of Assam (ULFA)
619 United Liberation Front of Assam (ULFA)
620 United National Liberation Front (UNLF)
621 al-Fatah
622 al-Fatah
623 al-Fatah
624 al-Fatah
625 al-Fatah
626 al-Gama'at al-Islamiyya (IG)
627 al-Gama'at al-Islamiyya (IG)
628 al-Gama'at al-Islamiyya (IG)
629 al-Gama'at al-Islamiyya (IG)
ucdpgroup attacksum dyadid gwno groupsize
1 2 NA NA 0
2 ASG 6 249 840 1
3 ASG 8 249 840 1
4 ASG 2 249 840 1
5 ASG 7 249 840 1
6 10 NA NA 1
7 ASG 16 249 840 2
8 ASG 14 249 840 2
9 ASG 15 249 840 1
10 ASG 6 249 840 1
11 ASG 5 249 840 1
12 ASG 9 249 840 1
13 ASG 6 249 840 1
14 ASG 6 249 840 1
15 1 NA NA 1
16 1 NA NA 0
17 1 NA NA 0
18 2 NA NA 0
19 16 NA NA 0
20 AMB 42 426 666 0
21 AMB 16 426 666 0
22 AMB 15 426 666 0
23 15 NA NA 0
24 14 NA NA 0
25 19 NA NA 0
26 Kashmir insurgents 2 355 750 2
27 Kashmir insurgents 1 355 750 2
28 Kashmir insurgents 2 355 750 2
29 AIAI 1 283 530 2
30 AIAI 1 283 530 2
31 Kashmir insurgents 2 355 750 2
32 Kashmir insurgents 1 355 750 2
33 Kashmir insurgents 4 355 750 2
34 Kashmir insurgents 6 355 750 2
35 Kashmir insurgents 2 355 750 2
36 Kashmir insurgents 1 355 750 2
37 ISI 6 448 645 2
38 ISI 49 448 645 2
39 ISI 5 448 645 2
40 ISI 34 448 645 2
41 AQIM 34 4 NA 1
42 al-Qaida 4 360 NA 2
43 ATTF 4 262 750 1
44 ATTF 2 262 750 1
45 2 NA NA 1
46 ADF 9 153 NA 1
47 ADF 9 153 NA 1
48 ADF 7 153 NA 1
49 ADF 9 153 NA 1
50 ADF 2 153 NA 1
51 2 NA NA 0
52 4 NA NA 1
53 Ansar al-Islam 1 443 645 2
54 Ansar al-Islam 2 443 645 2
55 Ansar al-Islam 1 443 645 2
56 Ansar al-Islam 9 443 645 2
57 Ansar al-Islam 6 443 645 2
58 Ansar al-Islam 10 443 645 2
59 1 NA NA 0
60 1 NA NA 0
61 AFRC 1 NA NA 2
62 AFRC 2 131 NA 2
63 Chechen Republic of Ichkeria 1 348 365 3
64 Chechen Republic of Ichkeria 1 348 365 2
65 Chechen Republic of Ichkeria 8 348 365 3
66 Chechen Republic of Ichkeria 62 348 365 3
67 Chechen Republic of Ichkeria 82 348 365 3
68 Chechen Republic of Ichkeria 41 348 365 2
69 Chechen Republic of Ichkeria 40 348 365 2
70 Chechen Republic of Ichkeria 11 348 365 2
71 Chechen Republic of Ichkeria 3 348 365 2
72 Chechen Republic of Ichkeria 4 348 365 2
73 Chechen Republic of Ichkeria 3 348 365 2
74 GIA 56 3 NA 2
75 GIA 6 3 NA 2
76 GIA 10 3 NA 2
77 GIA 22 3 NA 2
78 GIA 9 3 NA 2
79 GIA 7 3 NA 2
80 GIA 15 3 NA 2
81 GIA 28 3 NA 2
82 GIA 10 3 NA 1
83 2 NA NA 1
84 3 NA NA 1
85 1 NA NA 1
86 1 NA NA 1
87 1 NA NA 1
88 10 NA NA 2
89 BLA 13 639 770 2
90 BLA 3 639 770 2
91 Patani insurgents 3 472 800 2
92 Patani insurgents 1 472 800 2
93 28 NA NA 1
94 42 NA NA 1
95 35 NA NA 1
96 9 NA NA 1
97 3 NA NA 1
98 45 NA NA 1
99 33 NA NA 1
100 28 NA NA 1
101 11 NA NA 1
102 20 NA NA 1
103 19 NA NA 1
104 17 NA NA 1
105 6 NA NA 1
106 Patani insurgents 1 472 800 2
107 BRA 4 337 NA 2
108 BRA 3 337 NA 2
109 1 NA NA 0
110 2 NA NA 0
111 2 NA NA 0
112 BDK 1 651 490 NA
113 CPI-Maoist 4 451 NA 2
114 CPI-Maoist 18 451 NA 3
115 CPI-Maoist 3 451 NA 3
116 CPN-M 1 349 790 2
117 CPN-M 5 349 790 2
118 CPN-M 3 349 790 2
119 CPN-M 1 349 790 3
120 CPN-M 2 349 790 3
121 CPN-M 3 349 790 3
122 RIRA 8 248 200 0
123 10 NA NA 1
124 22 NA NA 1
125 9 NA NA 1
126 4 NA NA 1
127 6 NA NA 1
128 2 NA NA 1
129 6 NA NA 1
130 14 NA NA 1
131 18 NA NA 1
132 12 NA NA 1
133 6 NA NA 1
134 1 NA NA 0
135 1 NA NA 0
136 1 NA NA 0
137 2 NA NA 0
138 2 NA NA 0
139 1 NA NA 0
140 1 NA NA 0
141 2 NA NA 0
142 1 NA NA 2
143 GAM 6 347 850 1
144 GAM 22 347 850 2
145 GAM 58 347 850 2
146 GAM 8 347 850 2
147 GAM 5 347 850 2
148 GAM 4 347 850 2
149 GAM 1 347 850 2
150 1 NA NA 0
151 1 NA NA 0
152 4 NA NA 0
153 4 NA NA 0
154 3 NA NA 0
155 4 NA NA 0
156 URNG 27 228 90 1
157 4 NA NA 2
158 8 NA NA 2
159 2 NA NA 2
160 6 NA NA 2
161 4 NA NA 2
162 1 NA NA 2
163 Hamas 32 381 666 2
164 Hamas 32 381 666 2
165 Hamas 35 381 666 2
166 Hamas 14 381 666 2
167 Hamas 17 381 666 2
168 Hamas 12 381 666 2
169 Hamas 38 381 666 2
170 Kashmir insurgents 7 355 750 2
171 Kashmir insurgents 1 355 750 2
172 Kashmir insurgents 1 355 750 2
173 Kashmir insurgents 1 355 750 2
174 Hizb-i Islami-yi Afghanistan 2 NA NA 1
175 1 NA NA 1
176 1 NA NA 1
177 5 NA NA 2
178 1 NA NA 2
179 3 NA NA 2
180 18 NA NA 2
181 21 NA NA 2
182 7 NA NA 3
183 1 NA NA 3
184 1 NA NA 3
185 1 NA NA 2
186 Hezbollah 1 643 666 2
187 Hezbollah 2 643 666 2
188 Hezbollah 2 643 666 2
189 Hezbollah 2 643 666 2
190 Hezbollah 6 643 666 2
191 Kashmir insurgents 1 355 750 2
192 Kashmir insurgents 1 355 750 2
193 Kashmir insurgents 6 355 750 2
194 Kashmir insurgents 10 355 750 2
195 Kashmir insurgents 11 355 750 2
196 Kashmir insurgents 4 355 750 2
197 Kashmir insurgents 8 355 750 2
198 Kashmir insurgents 4 355 750 2
199 Kashmir insurgents 4 355 750 2
200 Kashmir insurgents 6 355 750 2
201 Kashmir insurgents 2 355 750 2
202 1 NA NA 1
203 3 NA NA 1
204 3 NA NA 1
205 3 NA NA 1
206 7 NA NA 1
207 4 NA NA 1
208 RIRA 10 248 200 1
209 7 NA NA 1
210 5 NA NA 1
211 1 NA NA 1
212 1 NA NA 1
213 1 NA NA 1
214 1 NA NA 1
215 3 NA NA 1
216 RJF 1 578 645 2
217 RJF 1 578 645 2
218 JIG 3 444 NA NA
219 IS 17 448 645 2
220 Kashmir insurgents 5 355 750 2
221 Kashmir insurgents 4 355 750 2
222 Kashmir insurgents 1 355 750 2
223 Kashmir insurgents 4 355 750 2
224 Kashmir insurgents 1 355 750 2
225 Kashmir insurgents 7 355 750 2
226 Kashmir insurgents 1 355 750 2
227 1 NA NA 0
228 14 NA NA 0
229 1 NA NA 0
230 1 NA NA 0
231 Kashmir insurgents 1 355 750 2
232 Kashmir insurgents 2 355 750 2
233 Kashmir insurgents 2 355 750 2
234 Kashmir insurgents 3 355 750 2
235 Kashmir insurgents 1 355 750 2
236 Kashmir insurgents 6 355 750 2
237 Kashmir insurgents 1 355 750 2
238 Kashmir insurgents 2 355 750 2
239 40 NA NA 1
240 3 NA NA 1
241 3 NA NA 1
242 1 NA NA 1
243 4 NA NA 1
244 Jondullah 3 640 630 0
245 Jondullah 3 640 630 0
246 JEM 4 434 625 2
247 Kamajors 2 132 NA 3
248 KNU 1 306 775 2
249 1 NA NA 1
250 KNU 1 306 775 2
251 2 NA NA 1
252 KNU 1 306 775 2
253 KNU 3 306 775 2
254 KNU 1 306 775 2
255 KNU 4 306 775 2
256 KNU 1 306 775 2
257 Kashmir insurgents 1 355 750 2
258 KR 48 364 NA 2
259 KR 22 364 NA 2
260 KR 1 364 NA 2
261 KR 4 364 NA 2
262 2 NA NA 2
263 UCK 14 295 345 2
264 UCK 21 295 345 3
265 PKK 23 333 640 3
266 PKK 15 333 640 3
267 PKK 9 333 640 2
268 PKK 10 333 640 2
269 PKK 27 333 640 2
270 PKK 1 333 640 2
271 PKK 3 333 640 2
272 PKK 7 333 640 2
273 PKK 27 333 640 2
274 PKK 11 333 640 2
275 PKK 14 333 640 2
276 1 NA NA 1
277 1 NA NA 1
278 1 NA NA 1
279 1 NA NA 1
280 1 NA NA 1
281 3 NA NA 1
282 4 NA NA 1
283 1 NA NA 1
284 2 NA NA 1
285 2 NA NA 1
286 1 NA NA 1
287 1 NA NA 1
288 Kashmir insurgents 4 355 750 2
289 Kashmir insurgents 9 355 750 2
290 Kashmir insurgents 18 355 750 2
291 Kashmir insurgents 13 355 750 2
292 Kashmir insurgents 5 355 750 2
293 Kashmir insurgents 4 355 750 2
294 Kashmir insurgents 8 355 750 2
295 Kashmir insurgents 12 355 750 2
296 Kashmir insurgents 5 355 750 2
297 LTTE 59 243 780 2
298 LTTE 109 243 780 2
299 LTTE 34 243 780 2
300 LTTE 31 243 780 2
301 LTTE 35 243 780 2
302 LTTE 45 243 780 2
303 LTTE 23 243 780 2
304 3 NA NA 2
305 LTTE 6 243 780 2
306 19 NA NA 2
307 LTTE 83 243 780 3
308 LTTE 148 243 780 2
309 LTTE 82 243 780 2
310 LRA 4 151 500 1
311 LRA 15 151 500 2
312 LRA 5 151 500 2
313 LRA 6 151 500 2
314 LRA 9 151 500 2
315 LRA 9 151 500 1
316 LRA 18 151 500 2
317 LRA 20 151 500 2
318 LRA 10 151 500 2
319 LRA 11 151 500 2
320 al-Mahdi Army 3 442 645 2
321 1 NA NA 2
322 1 NA NA 1
323 5 NA NA 1
324 MCC 1 406 NA 1
325 MCC 1 406 NA 1
326 MCC 2 406 NA 1
327 MCC 3 406 NA 1
328 MCC 8 406 NA 1
329 MCC 6 406 NA 2
330 1 NA NA 1
331 CPN-M 1 349 790 2
332 CPN-M 4 349 790 2
333 CPN-M 16 349 790 2
334 CPN-M 29 349 790 2
335 CPN-M 5 349 790 3
336 CPN-M 46 349 790 3
337 CPN-M 39 349 790 3
338 CPN-M 46 349 790 3
339 1 NA NA 2
340 1 NA NA 2
341 MTA 1 308 775 2
342 1 NA NA 2
343 MILF 4 242 840 3
344 MILF 7 242 840 3
345 MILF 2 242 840 3
346 MILF 5 242 840 3
347 MILF 67 242 840 3
348 MILF 13 242 840 3
349 MILF 6 242 840 3
350 MILF 61 242 840 3
351 MILF 4 242 840 3
352 2 NA NA 2
353 MILF 4 242 840 3
354 2 NA NA 2
355 3 NA NA 2
356 1 NA NA 2
357 1 NA NA 2
358 2 NA NA 2
359 MNLF - NM 1 NA NA 2
360 MNLF - HM 1 647 840 1
361 MDJT 1 27 NA 2
362 MDJT 1 27 NA 1
363 MFDC 2 129 433 1
364 MFDC 15 129 433 1
365 MFDC 1 129 433 1
366 MFDC 2 129 433 2
367 MFDC 6 129 433 2
368 Patani insurgents 1 472 800 1
369 MQM 90 340 770 2
370 MQM 16 340 770 2
371 1 NA NA 2
372 2 NA NA 2
373 1 NA NA 2
374 1 NA NA 2
375 4 NA NA 2
376 CNDD 1 12 516 2
377 CNDD 1 12 516 2
378 CNDD-FDD 1 14 516 3
379 CNDD-FDD 2 14 516 3
380 CNDD-FDD 1 14 516 3
381 CNDD-FDD 13 14 516 3
382 NDFB 3 313 750 1
383 NDFB 1 313 750 1
384 NDFB 8 313 750 1
385 NDFB 1 313 750 2
386 NDFB 1 313 750 2
387 NDFB 6 313 750 2
388 NDFB 6 313 750 2
389 NDFB 4 313 750 2
390 NDFB 6 313 750 2
391 1 NA NA 2
392 UCK 34 341 343 2
393 ELN 11 342 NA 2
394 ELN 108 342 NA 2
395 ELN 86 342 NA 2
396 ELN 35 342 NA 2
397 ELN 23 342 NA 2
398 ELN 32 342 NA 2
399 ELN 52 342 NA 2
400 ELN 11 342 NA 2
401 ELN 10 342 NA 2
402 ELN 1 342 NA 2
403 ELN 6 342 NA 2
404 ELN 4 342 NA 2
405 NLFT 3 269 750 1
406 NLFT 5 269 750 1
407 NLFT 15 269 750 1
408 NLFT 4 269 750 2
409 NLFT 2 269 750 2
410 NLFT 8 269 750 1
411 NLFT-B 1 269 750 1
412 1 NA NA 2
413 NSCN - IM 1 286 750 2
414 1 NA NA 2
415 1 NA NA 2
416 NSCN - IM 1 286 750 2
417 NSCN - IM 1 286 750 2
418 UNITA 4 7 NA 3
419 3 NA NA 3
420 UNITA 17 7 NA 3
421 UNITA 29 7 NA 3
422 UNITA 11 7 NA 3
423 UNITA 28 7 NA 3
424 UNITA 3 7 NA 3
425 CPP 2 217 NA 2
426 1 NA NA 3
427 CPP 4 217 NA 2
428 CPP 4 217 NA 2
429 CPP 12 217 NA 3
430 CPP 8 217 NA 3
431 CPP 12 217 NA 3
432 CPP 16 217 NA 2
433 CPP 10 217 NA 2
434 CPP 7 217 NA 3
435 CPP 14 217 NA 3
436 CPP 11 217 NA 2
437 ONLF 2 54 530 2
438 OLF 1 NA NA 2
439 OLF 1 55 530 1
440 OLF 1 55 530 1
441 OLF 1 55 530 1
442 PIJ 2 380 666 1
443 3 NA NA 1
444 PIJ 19 NA NA 1
445 PIJ 12 380 666 1
446 PIJ 13 380 666 1
447 PIJ 10 380 666 1
448 PIJ 14 380 666 1
449 PIJ 22 380 666 1
450 PIJ 28 380 666 1
451 PNA 1 427 666 NA
452 PNA 12 427 666 NA
453 PNA 5 427 666 NA
454 Palipehutu-FNL 1 15 516 2
455 Palipehutu-FNL 1 15 516 2
456 Palipehutu-FNL 4 15 516 2
457 Palipehutu-FNL 5 15 516 2
458 Palipehutu-FNL 10 15 516 2
459 Palipehutu-FNL 4 15 516 2
460 Palipehutu-FNL 3 15 516 2
461 2 NA NA 0
462 2 NA NA 0
463 1 NA NA 0
464 Patani insurgents 3 472 800 1
465 Patani insurgents 1 472 800 2
466 Patani insurgents 1 472 800 2
467 PLA 1 325 750 NA
468 PWG 5 405 NA 1
469 PWG 6 405 NA 1
470 PWG 1 405 NA 2
471 PWG 3 405 NA 2
472 PWG 8 405 NA 2
473 PWG 14 405 NA 2
474 PWG 6 405 NA 2
475 PWG 20 405 NA 2
476 PWG 2 405 NA 2
477 1 NA NA 1
478 3 NA NA 1
479 PFLP 11 419 666 1
480 9 NA NA 1
481 3 NA NA 1
482 2 NA NA 1
483 4 NA NA 1
484 2 NA NA 1
485 1 NA NA 0
486 1 NA NA 0
487 1 NA NA 0
488 1 NA NA 0
489 2 NA NA 0
490 6 NA NA 0
491 PRC 6 629 666 0
492 2 NA NA 0
493 EPR 10 299 NA 1
494 1 NA NA 0
495 1 NA NA 0
496 PBCP-J 2 839 NA 1
497 PBCP-J 2 839 NA 1
498 RIRA 4 248 200 1
499 7 NA NA 1
500 10 NA NA 1
501 4 NA NA 1
502 4 NA NA 1
503 1 NA NA 1
504 2 NA NA 1
505 1 NA NA 0
506 3 NA NA 0
507 FARC 38 237 NA 2
508 FARC 60 237 NA 2
509 FARC 129 237 NA 2
510 FARC 42 237 NA 3
511 FARC 44 237 NA 3
512 FARC 62 237 NA 3
513 FARC 46 237 NA 3
514 FARC 102 237 NA 3
515 FARC 57 237 NA 3
516 FARC 21 237 NA 3
517 FARC 30 237 NA 3
518 FARC 31 237 NA 3
519 FARC 18 237 NA 3
520 Fretilin 3 344 850 1
521 1 NA NA 0
522 1 NA NA 0
523 1 NA NA 0
524 3 NA NA 0
525 2 NA NA 0
526 5 NA NA 0
527 3 NA NA 0
528 1 NA NA 0
529 1 NA NA 0
530 2 NA NA 0
531 1 NA NA 0
532 1 NA NA 0
533 2 NA NA 0
534 1 NA NA 0
535 1 NA NA 0
536 RUF 10 130 NA 1
537 RUF 5 130 NA 2
538 RUF 4 130 NA 3
539 RUF 16 130 NA 3
540 1 NA NA 1
541 3 NA NA 1
542 1 NA NA 1
543 Forces of the Caucasus Emirate 1 773 365 1
544 AQIM 6 4 NA 2
545 AQIM 11 4 NA 1
546 AQIM 12 4 NA 1
547 AQIM 9 4 NA 1
548 AQIM 24 4 NA 1
549 AQIM 12 4 NA 1
550 AQIM 23 4 NA 1
551 AQIM 41 4 NA 1
552 AQIM 1 NA NA 1
553 1 NA NA 0
554 1 NA NA 0
555 2 NA NA 0
556 Sendero Luminoso 26 235 NA 2
557 Sendero Luminoso 19 235 NA 2
558 Sendero Luminoso 29 235 NA 2
559 Sendero Luminoso 3 235 NA 2
560 Sendero Luminoso 2 235 NA 2
561 2 NA NA 1
562 2 NA NA 1
563 1 NA NA 1
564 1 NA NA 1
565 2 NA NA 1
566 1 NA NA 1
567 1 NA NA 1
568 Sendero Luminoso 3 235 NA 1
569 2 NA NA 1
570 SPLM/A 1 641 625 3
571 SPLM/A 2 641 625 3
572 SPLM/A 2 641 625 3
573 SPLM/A 1 641 625 3
574 SPLM/A 4 641 625 3
575 1 NA NA 3
576 2 NA NA 3
577 2 NA NA 3
578 SCIRI 1 298 645 2
579 Wahhabi movement of the Buinaksk district 1 368 NA 1
580 Taleban 4 327 700 3
581 4 NA NA 2
582 9 NA NA 2
583 Taleban 56 327 700 2
584 Taleban 43 327 700 2
585 Taleban 106 327 700 2
586 Taleban 142 327 700 2
587 Taleban 167 327 700 2
588 54 NA NA 0
589 MNJ 1 749 NA NA
590 ATNMC 1 650 432 NA
591 MNJ 1 749 NA NA
592 1 NA NA 0
593 1 NA NA 0
594 4 NA NA 0
595 3 NA NA 0
596 1 NA NA 0
597 3 NA NA 1
598 1 NA NA 1
599 4 NA NA 1
600 1 NA NA 1
601 1 NA NA 1
602 AFDL 1 39 490 NA
603 RCD 1 40 490 NA
604 1 NA NA 3
605 UFDD 1 634 NA NA
606 UFDD 1 634 NA NA
607 FUCD 3 455 NA 2
608 ULFA 6 296 750 2
609 ULFA 5 296 750 2
610 ULFA 6 296 750 1
611 ULFA 9 296 750 2
612 ULFA 10 296 750 2
613 ULFA 1 296 750 2
614 ULFA 2 296 750 2
615 ULFA 8 296 750 2
616 ULFA 14 296 750 2
617 ULFA 23 296 750 2
618 ULFA 25 296 750 2
619 ULFA 35 296 750 2
620 UNLF 1 336 750 1
621 Fatah 4 377 666 2
622 Fatah 1 NA NA 2
623 Fatah 2 377 666 2
624 Fatah 1 377 666 2
625 Fatah 18 377 666 2
626 al-Gama'a al-Islamiyya 80 241 NA 2
627 al-Gama'a al-Islamiyya 34 241 NA 2
628 al-Gama'a al-Islamiyya 13 241 NA 2
629 al-Gama'a al-Islamiyya 2 241 NA 2
orgage terrstrong pts_average_cat softratio_new ibex_ll ibex_lh ibex_hl
1 3 0 5 0.50000000 0 0 0
2 15 1 4 1.00000000 0 0 0
3 15 1 3 1.00000000 0 0 0
4 15 1 3 1.00000000 0 0 0
5 15 1 3 0.71428573 0 0 0
6 15 1 4 0.89999998 0 0 0
7 15 1 4 0.56250000 0 0 0
8 15 1 4 0.85714287 0 0 0
9 15 1 3 0.93333334 0 0 0
10 15 1 4 0.50000000 0 0 0
11 15 1 4 0.60000002 0 0 0
12 15 1 4 0.66666669 0 0 0
13 15 1 4 0.66666669 0 0 0
14 15 1 4 0.16666667 0 0 0
15 11 1 4 0.00000000 0 0 0
16 12 0 3 1.00000000 0 0 0
17 12 0 3 0.00000000 0 0 0
18 6 0 4 0.50000000 0 0 1
19 6 0 5 0.81250000 0 0 1
20 6 0 5 0.85000002 0 0 1
21 6 0 5 0.73333335 0 0 1
22 6 0 5 0.57142860 0 0 1
23 6 0 4 0.53333336 0 0 1
24 6 0 4 0.71428573 0 0 1
25 6 0 4 0.89473683 0 0 1
26 4 0 4 0.00000000 0 0 0
27 4 0 4 0.00000000 0 0 0
28 4 0 4 0.50000000 0 0 0
29 2 0 3 1.00000000 0 0 0
30 2 0 5 1.00000000 0 0 0
31 3 0 4 0.00000000 0 0 0
32 3 0 4 0.00000000 0 0 0
33 3 0 4 0.00000000 0 0 0
34 3 0 4 0.00000000 0 0 0
35 3 0 4 0.00000000 0 0 0
36 3 0 4 0.00000000 0 0 0
37 2 0 5 0.16666667 0 0 0
38 2 0 5 0.20408164 0 0 0
39 2 0 5 0.60000002 0 0 0
40 2 0 5 0.38235295 0 0 0
41 1 0 4 0.35294119 0 0 0
42 19 1 2 0.75000000 0 0 0
43 16 0 4 1.00000000 0 0 0
44 16 0 4 0.50000000 0 0 0
45 16 0 4 1.00000000 0 0 0
46 18 1 4 1.00000000 0 0 0
47 18 1 4 0.88888890 0 0 0
48 18 1 4 1.00000000 0 0 0
49 18 1 4 0.88888890 0 0 0
50 18 1 4 1.00000000 0 0 0
51 20 0 2 0.50000000 1 0 0
52 5 1 5 0.25000000 0 0 0
53 5 1 5 1.00000000 0 0 0
54 5 1 5 0.00000000 0 0 0
55 5 1 5 0.00000000 0 0 0
56 5 1 5 0.22222222 0 0 0
57 3 0 5 0.50000000 0 0 0
58 3 0 5 0.40000001 0 0 0
59 11 0 2 0.00000000 1 0 0
60 11 0 2 0.00000000 1 0 0
61 8 1 5 1.00000000 1 0 0
62 8 1 5 1.00000000 1 0 0
63 7 1 5 1.00000000 0 0 1
64 7 1 4 0.00000000 0 0 1
65 7 1 4 0.75000000 0 0 1
66 7 1 5 0.27419356 0 0 1
67 7 1 4 0.23999999 0 0 1
68 7 1 4 0.12195122 0 0 1
69 7 1 4 0.22222222 0 0 1
70 7 1 4 0.18181819 0 0 1
71 7 1 4 0.00000000 0 0 1
72 7 1 4 1.00000000 0 0 1
73 7 1 4 0.33333334 0 0 1
74 14 0 5 0.69090909 0 0 0
75 14 0 5 0.83333331 0 0 0
76 14 0 5 0.89999998 0 0 0
77 14 0 5 0.90909094 0 0 0
78 14 0 5 0.55555558 0 0 0
79 14 0 5 0.71428573 0 0 0
80 14 0 5 0.86666667 0 0 0
81 14 0 4 0.77777779 0 0 0
82 14 0 5 0.89999998 0 0 0
83 14 0 4 1.00000000 0 0 0
84 14 0 4 1.00000000 0 0 0
85 14 0 4 1.00000000 0 0 0
86 28 0 5 0.00000000 0 0 0
87 28 0 4 1.00000000 0 0 0
88 3 0 4 0.50000000 0 0 1
89 3 0 4 0.30769232 0 0 1
90 3 0 4 0.33333334 0 0 1
91 NA 0 4 1.00000000 0 0 1
92 NA 0 4 1.00000000 0 0 1
93 47 0 2 0.71428573 0 0 0
94 47 0 2 0.54761904 0 0 0
95 47 0 2 0.28571430 0 0 0
96 47 0 2 0.11111111 0 0 0
97 47 0 2 0.00000000 0 0 0
98 47 0 2 0.40909091 0 0 0
99 47 0 2 0.51515150 0 0 0
100 47 0 3 0.64285713 0 0 0
101 47 0 3 0.72727275 0 0 0
102 47 0 3 0.50000000 0 0 0
103 47 0 2 0.78947371 0 0 0
104 47 0 2 0.41176471 0 0 0
105 47 0 3 0.33333334 0 0 0
106 NA 0 4 1.00000000 0 0 1
107 7 1 3 0.25000000 0 0 0
108 7 1 3 1.00000000 0 0 0
109 8 0 2 0.00000000 0 0 1
110 8 0 2 0.00000000 0 0 1
111 8 0 2 0.50000000 0 0 1
112 NA NA NA 1.00000000 0 0 0
113 2 1 4 0.25000000 0 1 0
114 2 1 4 0.70588237 0 1 0
115 2 1 4 0.66666669 1 0 0
116 10 1 3 0.00000000 1 0 0
117 10 1 4 0.00000000 1 0 0
118 10 1 4 0.00000000 1 0 0
119 10 1 4 0.00000000 1 0 0
120 10 1 5 0.00000000 1 0 0
121 10 1 5 1.00000000 1 0 0
122 20 0 2 0.62500000 0 0 0
123 30 0 2 0.80000001 0 0 0
124 30 0 2 0.13636364 0 0 0
125 30 0 1 0.77777779 0 0 0
126 30 0 2 0.00000000 0 0 0
127 30 0 2 0.83333331 0 0 0
128 30 0 2 0.00000000 0 0 0
129 30 0 2 0.50000000 0 0 0
130 30 0 2 0.57142860 0 0 0
131 30 0 2 0.44444445 0 0 0
132 30 0 2 0.66666669 0 0 0
133 30 0 2 0.00000000 0 0 0
134 28 0 5 0.00000000 1 0 0
135 28 0 4 0.00000000 1 0 0
136 28 0 4 0.00000000 1 0 0
137 28 0 4 0.00000000 1 0 0
138 28 0 4 0.00000000 1 0 0
139 28 0 4 0.00000000 1 0 0
140 28 0 4 0.00000000 1 0 0
141 28 0 3 0.00000000 1 0 0
142 31 0 4 1.00000000 0 0 1
143 31 0 4 0.00000000 0 0 1
144 31 0 4 0.04545455 0 0 1
145 31 0 4 0.60344827 0 0 1
146 31 0 4 0.57142860 0 0 1
147 31 0 5 0.60000002 0 0 1
148 31 0 4 0.50000000 0 0 1
149 31 0 4 0.00000000 0 0 1
150 31 0 5 1.00000000 0 0 0
151 31 0 4 1.00000000 0 0 0
152 31 0 4 0.75000000 0 0 0
153 31 0 4 0.50000000 0 0 0
154 31 0 4 1.00000000 0 0 0
155 31 0 3 0.75000000 0 0 0
156 13 0 5 0.07407407 1 0 0
157 19 1 4 1.00000000 0 0 0
158 19 1 4 0.85714287 0 0 0
159 19 1 4 1.00000000 0 0 0
160 19 1 4 0.80000001 0 0 0
161 19 1 4 0.50000000 0 0 0
162 19 1 4 0.00000000 0 0 0
163 19 1 5 0.71875000 0 0 0
164 19 1 5 0.65625000 0 0 0
165 19 1 5 0.80000001 0 0 0
166 19 1 5 0.64285713 0 0 0
167 19 1 4 0.88235295 0 0 0
168 19 1 4 0.83333331 0 0 0
169 19 1 4 0.21052632 0 0 0
170 2 0 5 0.83333331 0 0 0
171 2 0 5 1.00000000 0 0 0
172 2 0 4 0.00000000 0 0 0
173 2 0 4 1.00000000 0 0 0
174 31 1 4 0.00000000 0 0 0
175 31 1 5 1.00000000 0 0 0
176 31 1 5 1.00000000 0 0 0
177 24 1 4 0.40000001 0 0 0
178 24 1 3 NA 0 0 0
179 24 1 4 0.33333334 0 0 0
180 24 1 3 0.05555556 0 0 0
181 24 1 3 0.09523810 0 0 0
182 24 1 3 0.00000000 0 0 0
183 24 1 3 1.00000000 0 0 0
184 24 1 3 0.00000000 0 0 0
185 24 1 3 0.00000000 0 0 0
186 24 1 4 1.00000000 0 0 0
187 24 1 4 1.00000000 0 0 0
188 24 1 4 1.00000000 0 0 0
189 24 1 4 1.00000000 0 0 0
190 24 1 4 0.83333331 0 0 0
191 17 1 5 0.00000000 0 0 0
192 17 1 4 1.00000000 0 0 0
193 17 1 4 0.00000000 0 0 0
194 17 1 4 0.50000000 0 0 0
195 17 1 4 0.18181819 0 0 0
196 17 1 4 0.00000000 0 0 0
197 17 1 4 0.12500000 0 0 0
198 17 1 4 0.00000000 0 0 0
199 17 1 4 0.25000000 0 0 0
200 17 1 4 0.33333334 0 0 0
201 17 1 4 0.00000000 0 0 0
202 3 0 2 0.00000000 1 0 0
203 3 0 2 0.00000000 1 0 0
204 3 0 1 0.66666669 1 0 0
205 87 0 1 1.00000000 0 0 0
206 87 0 1 0.83333331 0 0 0
207 87 0 1 0.75000000 0 0 0
208 87 0 2 0.60000002 0 0 0
209 87 0 1 0.85714287 0 0 0
210 87 0 2 0.60000002 0 0 0
211 87 0 2 0.00000000 0 0 0
212 87 0 2 0.00000000 0 0 0
213 87 0 3 0.00000000 0 0 0
214 87 0 2 0.00000000 0 0 0
215 2 0 5 0.33333334 0 0 0
216 2 0 5 0.00000000 0 0 0
217 2 0 5 0.00000000 0 0 0
218 NA NA NA 0.00000000 0 0 0
219 1 1 5 0.52941179 0 0 0
220 6 0 4 0.00000000 0 0 0
221 6 0 4 0.25000000 0 0 0
222 6 0 4 0.00000000 0 0 0
223 6 0 4 0.50000000 0 0 0
224 6 0 4 1.00000000 0 0 0
225 6 0 4 0.14285715 0 0 0
226 6 0 4 1.00000000 0 0 0
227 1 0 4 1.00000000 0 0 0
228 1 0 4 0.21428572 0 0 0
229 1 0 4 1.00000000 0 0 0
230 1 0 4 0.00000000 0 0 0
231 16 0 5 0.00000000 0 0 0
232 16 0 4 0.00000000 0 0 0
233 16 0 4 0.00000000 0 0 0
234 16 0 4 0.00000000 0 0 0
235 16 0 4 0.00000000 0 0 0
236 16 0 4 0.16666667 0 0 0
237 NA 0 5 1.00000000 0 0 0
238 NA 0 5 1.00000000 0 0 0
239 13 1 4 0.97435898 0 0 0
240 13 1 4 0.66666669 0 0 0
241 13 1 5 0.66666669 0 0 0
242 13 1 4 0.00000000 0 0 0
243 13 1 4 1.00000000 0 0 0
244 1 0 4 0.33333334 0 0 0
245 1 0 4 0.66666669 0 0 0
246 3 1 5 0.75000000 0 0 0
247 1 0 5 0.50000000 0 0 0
248 47 1 5 0.00000000 0 0 1
249 47 1 4 1.00000000 0 0 1
250 47 1 5 0.00000000 0 0 1
251 47 1 4 0.50000000 0 0 1
252 47 1 4 1.00000000 0 0 1
253 47 1 4 0.66666669 0 0 1
254 47 1 4 1.00000000 0 0 1
255 47 1 4 0.75000000 0 0 1
256 47 1 5 0.00000000 0 0 1
257 NA 0 4 0.00000000 0 0 0
258 27 0 4 1.00000000 1 0 0
259 27 0 4 0.90909094 1 0 0
260 27 0 4 0.00000000 1 0 0
261 27 0 4 0.50000000 1 0 0
262 14 0 3 0.00000000 0 0 0
263 14 0 5 0.42857143 0 0 0
264 14 0 5 0.76190478 0 0 0
265 32 0 5 0.56521738 0 0 0
266 32 0 4 0.53333336 0 0 0
267 32 0 4 0.44444445 0 0 0
268 32 0 4 0.60000002 0 0 0
269 32 0 4 0.42307693 0 0 0
270 32 0 4 1.00000000 0 0 0
271 32 0 3 0.33333334 0 0 0
272 32 0 3 0.16666667 0 0 0
273 32 0 4 0.37037036 0 0 0
274 32 0 4 0.45454547 0 0 0
275 32 0 4 0.50000000 0 0 0
276 10 0 4 1.00000000 0 0 0
277 10 0 4 1.00000000 0 0 0
278 10 0 5 1.00000000 0 0 0
279 10 0 4 0.00000000 0 0 0
280 10 0 4 1.00000000 0 0 0
281 10 0 4 0.00000000 0 0 0
282 10 0 4 0.75000000 0 0 0
283 10 0 4 1.00000000 0 0 0
284 10 0 4 1.00000000 0 0 0
285 10 0 4 1.00000000 0 0 0
286 5 0 4 1.00000000 0 0 0
287 5 0 4 0.00000000 0 0 0
288 6 0 4 0.00000000 0 0 0
289 6 0 4 0.22222222 0 0 0
290 6 0 4 0.38888890 0 0 0
291 6 0 4 0.38461539 0 0 0
292 6 0 4 1.00000000 0 0 0
293 6 0 4 1.00000000 0 0 0
294 6 0 4 0.62500000 0 0 0
295 6 0 4 0.50000000 0 0 0
296 6 0 4 0.40000001 0 0 0
297 30 1 5 0.31034482 0 0 0
298 30 1 5 0.41904762 0 0 0
299 30 1 4 0.34375000 0 0 0
300 30 1 4 0.25806451 0 0 0
301 30 1 4 0.17142858 0 0 0
302 30 1 5 0.22222222 0 0 0
303 30 1 4 0.34782609 0 0 0
304 30 1 3 0.66666669 0 0 0
305 30 1 3 0.00000000 0 0 0
306 30 1 4 0.36842105 0 0 0
307 30 1 5 0.34146342 0 0 0
308 30 1 5 0.40816328 0 0 0
309 30 1 5 0.55000001 0 0 0
310 14 1 4 1.00000000 0 0 0
311 14 1 4 0.86666667 0 0 0
312 14 1 4 0.80000001 0 0 0
313 14 1 4 0.83333331 0 0 0
314 14 1 4 0.77777779 0 0 0
315 14 1 4 0.88888890 0 0 0
316 14 1 4 0.88888890 0 0 0
317 14 1 4 0.89999998 0 0 0
318 14 1 4 1.00000000 0 0 0
319 14 1 5 0.90909094 0 0 0
320 3 1 5 0.66666669 0 0 1
321 3 1 5 1.00000000 0 0 1
322 37 1 5 0.00000000 1 0 0
323 37 1 4 0.40000001 1 0 0
324 37 1 4 1.00000000 1 0 0
325 37 1 4 1.00000000 1 0 0
326 37 1 4 0.50000000 1 0 0
327 37 1 4 0.66666669 1 0 0
328 37 1 4 0.50000000 1 0 0
329 37 1 4 0.00000000 1 0 0
330 37 1 4 0.00000000 1 0 0
331 NA 1 3 0.00000000 1 0 0
332 NA 1 4 0.00000000 1 0 0
333 NA 1 4 0.25000000 1 0 0
334 NA 1 5 0.41379312 1 0 0
335 NA 1 4 0.20000000 1 0 0
336 NA 1 5 0.36956522 1 0 0
337 NA 1 5 0.53846157 1 0 0
338 NA 1 5 0.53333336 1 0 0
339 13 1 5 1.00000000 0 1 0
340 13 1 5 1.00000000 0 1 0
341 10 1 5 1.00000000 0 0 1
342 28 1 4 0.00000000 0 0 0
343 28 1 3 0.50000000 0 0 0
344 28 1 3 1.00000000 0 0 0
345 28 1 3 0.50000000 0 0 0
346 28 1 4 0.60000002 0 0 0
347 28 1 4 0.62686568 0 0 0
348 28 1 4 0.61538464 0 0 0
349 28 1 3 0.66666669 0 0 1
350 28 1 4 0.49180329 0 0 1
351 28 1 4 0.25000000 0 0 1
352 28 1 4 0.50000000 0 0 1
353 28 1 4 0.50000000 0 0 1
354 34 1 4 1.00000000 0 0 0
355 34 1 3 0.66666669 0 0 0
356 34 1 3 1.00000000 0 0 0
357 34 1 4 1.00000000 0 0 0
358 34 1 4 1.00000000 0 0 0
359 34 1 4 0.00000000 0 0 0
360 34 1 4 0.00000000 0 0 0
361 4 1 4 0.00000000 1 0 0
362 4 1 3 0.00000000 1 0 0
363 13 1 4 0.00000000 0 0 0
364 13 1 3 0.53333336 0 0 0
365 13 1 4 1.00000000 0 0 0
366 13 1 3 0.00000000 0 0 0
367 13 1 3 1.00000000 0 0 0
368 NA 0 4 1.00000000 0 0 1
369 5 0 5 0.74157304 0 0 1
370 5 0 4 0.81250000 0 0 1
371 5 0 4 1.00000000 0 0 0
372 5 0 5 0.00000000 0 0 0
373 5 0 4 0.00000000 0 0 0
374 5 0 4 1.00000000 0 0 0
375 5 0 4 1.00000000 0 0 0
376 1 0 5 0.00000000 0 0 0
377 1 0 5 1.00000000 0 0 0
378 1 0 5 0.00000000 0 0 0
379 1 0 5 0.50000000 0 0 0
380 1 0 5 1.00000000 0 0 0
381 1 0 4 0.53846157 0 0 1
382 18 0 5 0.66666669 0 0 0
383 18 0 5 1.00000000 0 0 0
384 18 0 4 1.00000000 0 0 0
385 18 0 4 1.00000000 0 0 0
386 18 0 4 0.00000000 0 0 0
387 18 0 4 0.50000000 0 0 0
388 18 0 4 0.83333331 0 0 0
389 18 0 4 0.75000000 0 0 0
390 18 0 4 0.83333331 0 0 0
391 18 0 4 0.00000000 0 0 0
392 1 0 4 0.23529412 0 0 0
393 42 1 5 0.36363637 1 0 0
394 42 1 5 0.41509435 1 0 0
395 42 1 5 0.40000001 1 0 0
396 42 1 5 0.00000000 1 0 0
397 42 1 5 0.65217394 1 0 0
398 42 1 5 0.50000000 1 0 0
399 42 1 5 0.73076922 1 0 0
400 42 1 5 0.45454547 1 0 0
401 42 1 5 0.69999999 1 0 0
402 42 1 5 1.00000000 1 0 0
403 42 1 5 0.66666669 1 0 0
404 42 1 5 0.50000000 1 0 0
405 17 0 4 0.33333334 0 0 0
406 17 0 4 0.40000001 0 0 0
407 17 0 4 0.60000002 0 0 0
408 17 0 4 0.25000000 0 0 0
409 17 0 4 1.00000000 0 0 0
410 17 0 4 0.50000000 0 0 1
411 17 0 4 0.00000000 0 0 0
412 17 0 4 1.00000000 0 0 0
413 18 0 4 0.00000000 0 0 0
414 18 0 4 1.00000000 0 0 0
415 18 0 4 0.00000000 0 0 0
416 15 0 5 0.00000000 0 0 1
417 15 0 5 1.00000000 0 0 0
418 40 1 5 1.00000000 0 1 0
419 40 1 4 0.66666669 0 1 0
420 40 1 5 0.64705884 0 1 0
421 40 1 5 0.62068963 0 1 0
422 40 1 5 0.89999998 0 1 0
423 40 1 5 0.78571427 0 1 0
424 40 1 4 1.00000000 0 1 0
425 37 1 4 1.00000000 1 0 0
426 37 1 3 0.00000000 1 0 0
427 37 1 3 0.00000000 1 0 0
428 37 1 4 0.25000000 1 0 0
429 37 1 4 0.50000000 1 0 0
430 37 1 4 0.37500000 1 0 0
431 37 1 3 0.33333334 1 0 0
432 37 1 4 0.37500000 1 0 0
433 37 1 4 0.10000000 1 0 0
434 37 1 4 0.00000000 1 0 0
435 37 1 4 0.35714287 1 0 0
436 37 1 4 0.18181819 1 0 0
437 11 0 4 0.50000000 0 0 0
438 6 0 5 1.00000000 0 0 0
439 6 0 4 1.00000000 0 0 0
440 6 0 4 1.00000000 0 0 0
441 6 0 4 1.00000000 0 0 0
442 29 0 4 0.50000000 0 0 0
443 29 0 4 0.33333334 0 0 0
444 29 0 5 0.84210527 0 0 0
445 29 0 5 0.81818181 0 0 0
446 29 0 5 0.66666669 0 0 0
447 29 0 5 0.69999999 0 0 0
448 29 0 4 0.64285713 0 0 0
449 29 0 4 0.90909094 0 0 0
450 29 0 4 0.89285713 0 0 0
451 NA NA NA 1.00000000 0 0 1
452 NA NA NA 0.83333331 0 0 1
453 NA NA NA 0.80000001 0 0 1
454 15 0 5 1.00000000 0 0 0
455 15 0 5 1.00000000 0 0 0
456 15 0 5 0.75000000 0 0 0
457 15 0 5 0.40000001 0 0 0
458 15 0 4 0.40000001 0 0 0
459 15 0 5 0.75000000 0 0 0
460 15 0 4 1.00000000 0 0 0
461 38 0 3 1.00000000 0 0 1
462 38 0 3 0.00000000 0 0 1
463 38 0 3 1.00000000 0 0 1
464 38 0 3 0.00000000 0 0 1
465 38 0 4 0.00000000 0 0 1
466 38 0 4 0.00000000 0 0 1
467 17 0 4 0.00000000 0 0 1
468 26 1 5 0.20000000 1 0 0
469 26 1 4 0.33333334 1 0 0
470 26 1 4 0.00000000 1 0 0
471 26 1 4 0.33333334 1 0 0
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508 0 0 200 1 1 1 0 0 0
509 0 0 200 1 1 1 0 0 2
510 0 0 200 1 1 1 0 0 0
511 0 0 200 1 1 1 0 0 0
512 0 0 200 1 1 1 0 0 0
513 0 0 200 1 1 1 0 0 0
514 0 0 200 1 1 1 0 0 0
515 0 0 200 1 1 1 0 0 0
516 0 0 200 1 1 1 0 0 0
517 0 0 200 1 1 1 0 0 0
518 0 0 200 1 1 1 1 0 0
519 0 0 200 1 1 1 0 0 0
520 0 0 201 1 1 1 0 1 0
521 0 0 202 0 0 0 0 0 0
522 0 0 203 0 0 0 0 0 0
523 0 0 203 0 0 0 0 0 0
524 0 0 203 0 0 0 0 0 0
525 0 0 203 0 0 0 0 0 0
526 0 0 203 0 0 0 0 0 0
527 0 0 204 0 0 0 0 0 0
528 0 0 204 0 0 0 0 0 0
529 0 0 206 0 0 0 0 0 0
530 0 0 206 0 0 0 0 0 0
531 0 0 206 0 0 0 0 0 0
532 0 0 206 0 0 0 0 0 0
533 0 0 206 0 0 0 0 0 0
534 0 0 206 0 0 0 0 0 0
535 0 0 206 0 0 0 0 0 0
536 0 0 207 1 1 1 1 0 0
537 0 0 207 1 1 1 1 0 0
538 0 0 207 1 1 1 1 0 0
539 0 0 207 1 1 1 1 0 0
540 0 0 209 0 1 1 1 1 0
541 0 0 209 0 1 1 1 1 0
542 0 0 209 0 1 1 1 1 0
543 1 0 209 1 1 1 0 1 0
544 1 0 213 1 1 1 0 1 0
545 1 0 213 1 1 1 0 1 0
546 1 0 213 1 1 1 0 1 0
547 1 0 213 1 1 1 0 1 1
548 1 0 213 1 1 1 0 1 0
549 1 0 213 1 1 1 0 1 1
550 1 0 213 1 1 1 0 1 0
551 1 0 213 1 1 1 0 1 5
552 1 0 213 1 1 1 0 1 0
553 1 0 214 0 0 0 0 1 0
554 1 0 215 0 0 1 0 1 0
555 1 0 215 0 0 1 0 1 0
556 0 0 216 1 1 1 0 0 0
557 0 0 216 1 1 1 0 0 0
558 0 0 216 1 1 1 0 0 0
559 0 0 216 1 1 1 0 0 0
560 0 0 216 1 1 1 0 0 0
561 0 0 216 0 1 0 0 0 0
562 0 0 216 0 1 0 0 0 0
563 0 0 216 0 1 0 0 0 0
564 0 0 216 0 1 0 0 0 0
565 0 0 216 0 1 0 0 0 0
566 0 0 216 0 1 0 0 0 0
567 0 0 216 0 1 0 0 0 0
568 0 0 216 1 1 1 0 0 0
569 0 0 217 0 0 0 0 0 0
570 1 0 221 1 1 1 0 1 0
571 1 0 221 1 1 1 0 1 0
572 1 0 221 1 1 1 0 1 0
573 0 0 221 1 1 1 0 1 0
574 0 0 221 1 1 1 0 1 0
575 0 0 221 0 1 1 0 1 0
576 0 0 221 0 1 1 0 1 0
577 0 0 221 0 1 1 0 1 0
578 1 0 223 1 1 1 0 1 0
579 1 0 224 1 1 1 0 1 0
580 0 0 226 1 1 1 0 1 0
581 0 0 226 0 1 1 0 1 0
582 0 0 226 0 1 1 0 1 0
583 0 0 226 1 1 1 0 1 0
584 1 0 226 1 1 1 0 1 0
585 1 0 226 1 1 1 0 1 1
586 1 0 226 1 1 1 0 1 0
587 1 0 226 1 1 1 0 1 1
588 1 0 229 0 0 1 0 1 0
589 1 0 232 1 1 1 0 1 0
590 1 0 233 1 1 1 0 1 0
591 1 0 233 1 1 1 0 1 0
592 0 0 234 0 0 1 0 0 0
593 0 0 234 0 0 1 0 0 0
594 0 0 234 0 0 1 0 0 0
595 0 0 235 0 0 0 0 0 0
596 0 0 235 0 0 0 0 0 0
597 0 0 236 0 0 1 0 0 0
598 0 0 236 0 0 1 0 0 0
599 0 0 236 0 0 1 0 0 0
600 0 0 236 0 0 1 0 0 0
601 0 0 236 0 0 1 0 0 0
602 1 0 237 1 1 1 0 1 0
603 0 1 237 1 1 1 1 1 0
604 0 0 240 0 0 1 0 0 0
605 0 0 241 1 1 1 1 0 0
606 0 0 241 1 1 1 1 0 0
607 0 0 242 1 1 1 1 0 0
608 0 0 243 1 1 1 0 1 0
609 0 0 243 1 1 1 0 1 0
610 0 0 243 1 1 1 0 1 0
611 1 0 243 1 1 1 0 1 0
612 1 0 243 1 1 1 0 1 0
613 1 0 243 1 1 1 0 1 0
614 1 0 243 1 1 1 0 1 0
615 1 0 243 1 1 1 0 1 0
616 1 0 243 1 1 1 0 1 0
617 1 0 243 1 1 1 0 1 0
618 1 0 243 1 1 1 0 1 0
619 1 0 243 1 1 1 0 1 0
620 0 0 244 1 1 1 0 1 0
621 0 0 250 1 1 1 0 1 0
622 0 0 250 1 1 1 0 1 0
623 0 0 250 1 1 1 0 1 0
624 0 0 250 1 1 1 0 1 0
625 0 0 250 1 1 1 0 1 2
626 1 0 251 1 1 1 0 1 0
627 1 0 251 1 1 1 0 1 0
628 1 0 251 1 1 1 0 1 0
629 1 0 251 1 1 1 0 1 0
softratio_military softratio_tourist softratio_ngo softratio_comms
1 0.50000000 0.50000000 0.50000000 1.00000000
2 1.00000000 1.00000000 1.00000000 1.00000000
3 0.80000001 1.00000000 1.00000000 1.00000000
4 1.00000000 1.00000000 1.00000000 1.00000000
5 0.71428573 0.71428573 0.71428573 0.71428573
6 0.89999998 0.88888890 0.88888890 0.88888890
7 0.60000002 0.56250000 0.50000000 0.56250000
8 0.84615386 0.85714287 0.85714287 0.85714287
9 0.93333334 0.93333334 0.86666667 0.93333334
10 0.60000002 0.50000000 0.50000000 0.50000000
11 0.50000000 0.60000002 0.60000002 0.60000002
12 0.66666669 0.66666669 0.66666669 0.66666669
13 0.57142860 0.66666669 0.66666669 0.66666669
14 0.20000000 0.16666667 0.16666667 0.16666667
15 0.00000000 0.00000000 0.00000000 0.00000000
16 1.00000000 1.00000000 1.00000000 1.00000000
17 0.00000000 0.00000000 0.00000000 0.00000000
18 0.00000000 0.50000000 0.50000000 0.50000000
19 0.84615386 0.81250000 0.81250000 0.81250000
20 0.82499999 0.85000002 0.85000002 0.85000002
21 0.71428573 0.73333335 0.73333335 0.73333335
22 0.72727275 0.57142860 0.57142860 0.57142860
23 0.50000000 0.53333336 0.53333336 0.53333336
24 0.83333331 0.71428573 0.71428573 0.71428573
25 0.83333331 0.89473683 0.89473683 0.89473683
26 0.00000000 0.00000000 0.00000000 0.00000000
27 0.00000000 0.00000000 0.00000000 0.00000000
28 1.00000000 0.50000000 0.50000000 0.50000000
29 1.00000000 1.00000000 1.00000000 1.00000000
30 1.00000000 1.00000000 1.00000000 1.00000000
31 0.00000000 0.00000000 0.00000000 0.00000000
32 0.00000000 0.00000000 0.00000000 0.00000000
33 0.00000000 0.00000000 0.00000000 0.00000000
34 0.00000000 0.00000000 0.00000000 0.00000000
35 0.00000000 0.00000000 0.00000000 0.00000000
36 0.00000000 0.00000000 0.00000000 0.00000000
37 0.16666667 0.00000000 0.00000000 0.00000000
38 0.17857143 0.20408164 0.20408164 0.20408164
39 0.60000002 0.60000002 0.60000002 0.60000002
40 0.33333334 0.38235295 0.38235295 0.38235295
41 0.18181819 0.35294119 0.35294119 0.35294119
42 0.75000000 0.75000000 0.75000000 0.75000000
43 1.00000000 1.00000000 1.00000000 1.00000000
44 0.50000000 0.50000000 0.50000000 0.50000000
45 1.00000000 1.00000000 1.00000000 1.00000000
46 0.88888890 1.00000000 1.00000000 1.00000000
47 0.88888890 0.88888890 0.88888890 0.88888890
48 1.00000000 1.00000000 1.00000000 1.00000000
49 0.88888890 0.88888890 0.88888890 0.88888890
50 1.00000000 1.00000000 1.00000000 1.00000000
51 0.50000000 0.50000000 0.50000000 0.50000000
52 0.00000000 0.25000000 0.25000000 0.25000000
53 1.00000000 1.00000000 1.00000000 1.00000000
54 0.00000000 0.00000000 0.00000000 0.00000000
55 0.00000000 0.00000000 0.00000000 0.00000000
56 0.22222222 0.22222222 0.22222222 0.33333334
57 0.33333334 0.50000000 0.50000000 0.50000000
58 0.40000001 0.40000001 0.40000001 0.40000001
59 0.00000000 0.00000000 0.00000000 0.00000000
60 0.00000000 0.00000000 0.00000000 0.00000000
61 1.00000000 1.00000000 1.00000000 1.00000000
62 1.00000000 1.00000000 1.00000000 1.00000000
63 1.00000000 1.00000000 1.00000000 1.00000000
64 0.00000000 0.00000000 0.00000000 0.00000000
65 0.61111110 0.75000000 0.75000000 0.75000000
66 0.23170732 0.27419356 0.27419356 0.27419356
67 0.22784810 0.23999999 0.22666667 0.23999999
68 0.11111111 0.12195122 0.12195122 0.12195122
69 0.20512821 0.22222222 0.22222222 0.22222222
70 0.18181819 0.18181819 0.18181819 0.18181819
71 0.16666667 0.00000000 0.00000000 0.00000000
72 0.75000000 1.00000000 1.00000000 1.00000000
73 0.33333334 0.33333334 0.33333334 0.33333334
74 0.63793105 0.69090909 0.69090909 0.69090909
75 0.83333331 0.83333331 0.83333331 0.83333331
76 0.89999998 0.89999998 0.89999998 0.89999998
77 0.90909094 0.90909094 0.90909094 0.90909094
78 0.41666666 0.55555558 0.55555558 0.55555558
79 0.62500000 0.71428573 0.71428573 0.71428573
80 0.76470590 0.86666667 0.86666667 0.86666667
81 0.76923078 0.77777779 0.77777779 0.77777779
82 0.75000000 0.89999998 0.89999998 0.89999998
83 1.00000000 1.00000000 1.00000000 1.00000000
84 1.00000000 1.00000000 1.00000000 1.00000000
85 1.00000000 1.00000000 1.00000000 1.00000000
86 0.00000000 0.00000000 0.00000000 0.00000000
87 1.00000000 1.00000000 1.00000000 1.00000000
88 0.41666666 0.50000000 0.50000000 0.50000000
89 0.30769232 0.30769232 0.30769232 0.30769232
90 0.33333334 0.33333334 0.33333334 0.33333334
91 1.00000000 1.00000000 1.00000000 1.00000000
92 1.00000000 1.00000000 1.00000000 1.00000000
93 0.55555558 0.71428573 0.71428573 0.75000000
94 0.52380955 0.54761904 0.54761904 0.54761904
95 0.25641027 0.28571430 0.28571430 0.28571430
96 0.11111111 0.11111111 0.11111111 0.11111111
97 0.00000000 0.00000000 0.00000000 0.00000000
98 0.40909091 0.40909091 0.40909091 0.43181819
99 0.50000000 0.51515150 0.51515150 0.51515150
100 0.65384614 0.64285713 0.64285713 0.67857140
101 0.72727275 0.72727275 0.72727275 0.72727275
102 0.50000000 0.50000000 0.50000000 0.50000000
103 0.78947371 0.78947371 0.78947371 0.78947371
104 0.41176471 0.41176471 0.41176471 0.41176471
105 0.20000000 0.33333334 0.33333334 0.33333334
106 1.00000000 1.00000000 1.00000000 1.00000000
107 0.14285715 0.25000000 0.25000000 0.25000000
108 0.75000000 1.00000000 1.00000000 1.00000000
109 0.00000000 0.00000000 0.00000000 0.00000000
110 0.00000000 0.00000000 0.00000000 0.00000000
111 0.50000000 0.50000000 0.50000000 0.50000000
112 1.00000000 1.00000000 1.00000000 1.00000000
113 0.20000000 0.25000000 0.25000000 0.25000000
114 0.70588237 0.70588237 0.70588237 0.70588237
115 0.50000000 0.66666669 0.66666669 0.66666669
116 0.00000000 0.00000000 0.00000000 0.00000000
117 0.00000000 0.00000000 0.00000000 0.00000000
118 0.00000000 0.00000000 0.00000000 0.00000000
119 0.00000000 0.00000000 0.00000000 0.00000000
120 0.00000000 0.00000000 0.00000000 0.00000000
121 1.00000000 1.00000000 1.00000000 1.00000000
122 0.62500000 0.62500000 0.62500000 0.62500000
123 0.72727275 0.71428573 0.71428573 0.71428573
124 0.13043478 0.13636364 0.13636364 0.13636364
125 0.77777779 0.77777779 0.77777779 0.77777779
126 0.00000000 0.00000000 0.00000000 0.00000000
127 0.80000001 0.83333331 0.83333331 0.83333331
128 0.00000000 0.00000000 0.00000000 0.00000000
129 0.50000000 0.50000000 0.50000000 0.50000000
130 0.53333336 0.57142860 0.57142860 0.57142860
131 0.44444445 0.44444445 0.44444445 0.44444445
132 0.66666669 0.66666669 0.66666669 0.66666669
133 0.00000000 0.00000000 0.00000000 0.00000000
134 0.00000000 0.00000000 0.00000000 0.00000000
135 0.00000000 0.00000000 0.00000000 0.00000000
136 0.00000000 0.00000000 0.00000000 0.00000000
137 0.00000000 0.00000000 0.00000000 0.00000000
138 0.00000000 0.00000000 0.00000000 0.00000000
139 0.00000000 0.00000000 0.00000000 0.00000000
140 0.00000000 0.00000000 0.00000000 0.00000000
141 0.00000000 0.00000000 0.00000000 0.00000000
142 1.00000000 1.00000000 1.00000000 1.00000000
143 0.00000000 0.00000000 0.00000000 0.00000000
144 0.04347826 0.04545455 0.04545455 0.04545455
145 0.60344827 0.60344827 0.58620691 0.60344827
146 0.62500000 0.57142860 0.57142860 0.57142860
147 0.60000002 0.60000002 0.60000002 0.60000002
148 0.50000000 0.50000000 0.50000000 0.50000000
149 0.00000000 0.00000000 0.00000000 0.00000000
150 1.00000000 1.00000000 1.00000000 1.00000000
151 1.00000000 1.00000000 1.00000000 1.00000000
152 0.75000000 0.75000000 0.75000000 0.75000000
153 0.50000000 0.50000000 0.50000000 0.50000000
154 1.00000000 1.00000000 0.66666669 1.00000000
155 1.00000000 0.75000000 0.75000000 0.75000000
156 0.07407407 0.07407407 0.07407407 0.07407407
157 0.50000000 1.00000000 1.00000000 1.00000000
158 0.85714287 0.85714287 0.85714287 0.85714287
159 1.00000000 1.00000000 1.00000000 1.00000000
160 0.80000001 0.80000001 0.80000001 0.80000001
161 0.66666669 0.50000000 0.50000000 0.50000000
162 0.00000000 0.00000000 0.00000000 0.00000000
163 0.68965518 0.71875000 0.71875000 0.71875000
164 0.69999999 0.65625000 0.65625000 0.65625000
165 0.74285716 0.80000001 0.80000001 0.80000001
166 0.61538464 0.64285713 0.64285713 0.64285713
167 0.93750000 0.88235295 0.88235295 0.88235295
168 0.50000000 0.83333331 0.83333331 0.83333331
169 0.19444445 0.21052632 0.21052632 0.21052632
170 0.83333331 0.83333331 0.83333331 0.83333331
171 1.00000000 1.00000000 1.00000000 1.00000000
172 0.00000000 0.00000000 0.00000000 0.00000000
173 1.00000000 1.00000000 1.00000000 1.00000000
174 0.00000000 0.00000000 0.00000000 0.00000000
175 1.00000000 1.00000000 0.00000000 1.00000000
176 1.00000000 1.00000000 1.00000000 1.00000000
177 0.12500000 0.40000001 0.40000001 0.40000001
178 0.00000000 NA NA NA
179 0.11111111 0.33333334 0.33333334 0.33333334
180 0.05555556 0.05555556 0.05555556 0.05555556
181 0.09090909 0.09523810 0.09523810 0.09523810
182 0.00000000 0.00000000 0.00000000 0.00000000
183 1.00000000 1.00000000 1.00000000 1.00000000
184 0.00000000 0.00000000 0.00000000 0.00000000
185 0.00000000 0.00000000 0.00000000 0.00000000
186 1.00000000 1.00000000 1.00000000 1.00000000
187 1.00000000 1.00000000 1.00000000 1.00000000
188 1.00000000 1.00000000 1.00000000 1.00000000
189 1.00000000 1.00000000 1.00000000 1.00000000
190 0.85714287 0.83333331 0.83333331 0.83333331
191 0.00000000 0.00000000 0.00000000 0.00000000
192 1.00000000 1.00000000 1.00000000 1.00000000
193 0.00000000 0.00000000 0.00000000 0.00000000
194 0.36363637 0.50000000 0.50000000 0.50000000
195 0.18181819 0.18181819 0.18181819 0.18181819
196 0.00000000 0.00000000 0.00000000 0.00000000
197 0.12500000 0.12500000 0.12500000 0.12500000
198 0.00000000 0.00000000 0.00000000 0.00000000
199 0.20000000 0.25000000 0.25000000 0.25000000
200 0.20000000 0.33333334 0.33333334 0.33333334
201 0.00000000 0.00000000 0.00000000 0.00000000
202 0.00000000 0.00000000 0.00000000 0.00000000
203 0.00000000 0.00000000 0.00000000 0.00000000
204 0.66666669 0.66666669 0.66666669 0.66666669
205 0.75000000 1.00000000 1.00000000 1.00000000
206 0.45454547 0.83333331 0.83333331 0.83333331
207 0.21428572 0.75000000 0.75000000 0.75000000
208 0.60000002 0.60000002 0.60000002 0.60000002
209 0.85714287 0.85714287 0.71428573 0.85714287
210 0.60000002 0.60000002 0.60000002 0.60000002
211 0.00000000 0.00000000 0.00000000 0.00000000
212 0.00000000 0.00000000 0.00000000 0.00000000
213 0.00000000 0.00000000 0.00000000 0.00000000
214 0.00000000 0.00000000 0.00000000 0.00000000
215 0.50000000 0.33333334 0.33333334 0.33333334
216 0.00000000 0.00000000 0.00000000 0.00000000
217 0.00000000 0.00000000 0.00000000 0.00000000
218 0.00000000 0.00000000 0.00000000 0.00000000
219 0.52941179 0.52941179 0.52941179 0.52941179
220 0.00000000 0.00000000 0.00000000 0.00000000
221 0.25000000 0.25000000 0.25000000 0.25000000
222 0.00000000 0.00000000 0.00000000 0.00000000
223 0.00000000 0.50000000 0.50000000 0.50000000
224 1.00000000 1.00000000 1.00000000 1.00000000
225 0.14285715 0.14285715 0.14285715 0.14285715
226 1.00000000 1.00000000 1.00000000 1.00000000
227 1.00000000 1.00000000 1.00000000 1.00000000
228 0.21428572 0.21428572 0.21428572 0.21428572
229 1.00000000 1.00000000 1.00000000 1.00000000
230 0.00000000 0.00000000 0.00000000 0.00000000
231 0.00000000 0.00000000 0.00000000 0.00000000
232 0.00000000 0.00000000 0.00000000 0.00000000
233 0.00000000 0.00000000 0.00000000 0.00000000
234 0.00000000 0.00000000 0.00000000 0.00000000
235 0.00000000 0.00000000 0.00000000 0.00000000
236 0.16666667 0.16666667 0.16666667 0.16666667
237 1.00000000 1.00000000 1.00000000 1.00000000
238 1.00000000 1.00000000 1.00000000 1.00000000
239 0.97435898 0.97435898 0.97435898 0.97435898
240 0.00000000 0.66666669 0.66666669 0.66666669
241 0.66666669 0.66666669 0.66666669 0.66666669
242 0.00000000 0.00000000 0.00000000 0.00000000
243 1.00000000 1.00000000 1.00000000 1.00000000
244 0.33333334 0.33333334 0.33333334 0.33333334
245 0.66666669 0.66666669 0.66666669 0.66666669
246 1.00000000 0.75000000 0.75000000 0.75000000
247 0.50000000 0.50000000 0.50000000 0.50000000
248 0.00000000 0.00000000 0.00000000 0.00000000
249 1.00000000 1.00000000 1.00000000 1.00000000
250 0.00000000 0.00000000 0.00000000 0.00000000
251 0.50000000 0.50000000 0.50000000 0.50000000
252 1.00000000 1.00000000 1.00000000 1.00000000
253 0.66666669 0.66666669 0.66666669 0.66666669
254 1.00000000 1.00000000 1.00000000 1.00000000
255 0.75000000 0.75000000 0.75000000 0.75000000
256 0.00000000 0.00000000 0.00000000 0.00000000
257 0.00000000 0.00000000 0.00000000 1.00000000
258 1.00000000 1.00000000 1.00000000 1.00000000
259 1.00000000 0.90909094 0.86363637 0.90909094
260 0.00000000 0.00000000 0.00000000 0.00000000
261 0.50000000 0.50000000 0.50000000 0.50000000
262 0.00000000 0.00000000 0.00000000 0.00000000
263 0.42857143 0.42857143 0.42857143 0.42857143
264 0.75000000 0.76190478 0.76190478 0.76190478
265 0.42857143 0.54545456 0.54545456 0.54545456
266 0.40000001 0.53333336 0.53333336 0.53333336
267 0.36363637 0.44444445 0.44444445 0.44444445
268 0.55555558 0.60000002 0.60000002 0.60000002
269 0.37931034 0.42307693 0.38461539 0.42307693
270 1.00000000 1.00000000 1.00000000 1.00000000
271 0.33333334 0.33333334 0.33333334 0.33333334
272 0.12500000 0.16666667 0.16666667 0.16666667
273 0.35714287 0.37037036 0.37037036 0.37037036
274 0.42857143 0.45454547 0.45454547 0.45454547
275 0.46666667 0.50000000 0.50000000 0.50000000
276 1.00000000 1.00000000 1.00000000 1.00000000
277 1.00000000 1.00000000 1.00000000 1.00000000
278 1.00000000 1.00000000 1.00000000 1.00000000
279 0.00000000 0.00000000 0.00000000 0.00000000
280 1.00000000 1.00000000 1.00000000 1.00000000
281 0.00000000 0.00000000 0.00000000 0.00000000
282 0.75000000 0.75000000 0.75000000 0.75000000
283 1.00000000 1.00000000 1.00000000 1.00000000
284 1.00000000 1.00000000 1.00000000 1.00000000
285 1.00000000 1.00000000 1.00000000 1.00000000
286 1.00000000 1.00000000 1.00000000 1.00000000
287 0.00000000 0.00000000 0.00000000 0.00000000
288 0.00000000 0.00000000 0.00000000 0.00000000
289 0.22222222 0.22222222 0.22222222 0.22222222
290 0.33333334 0.38888890 0.38888890 0.38888890
291 0.38461539 0.38461539 0.38461539 0.38461539
292 1.00000000 1.00000000 1.00000000 1.00000000
293 1.00000000 1.00000000 1.00000000 1.00000000
294 0.62500000 0.62500000 0.62500000 0.62500000
295 0.44444445 0.50000000 0.50000000 0.50000000
296 0.28571430 0.40000001 0.40000001 0.40000001
297 0.17647059 0.31034482 0.31034482 0.31034482
298 0.29577464 0.41904762 0.41904762 0.45714286
299 0.20754717 0.34375000 0.34375000 0.34375000
300 0.25000000 0.25806451 0.25806451 0.25806451
301 0.15384616 0.17142858 0.17142858 0.20000000
302 0.21568628 0.22222222 0.22222222 0.22222222
303 0.34782609 0.34782609 0.34782609 0.34782609
304 0.66666669 0.66666669 0.66666669 0.66666669
305 0.00000000 0.00000000 0.00000000 0.00000000
306 0.33333334 0.36842105 0.36842105 0.36842105
307 0.30769232 0.34146342 0.32926831 0.34146342
308 0.38311687 0.40816328 0.38095239 0.40816328
309 0.44444445 0.55000001 0.55000001 0.55000001
310 0.66666669 1.00000000 1.00000000 1.00000000
311 0.72222221 0.86666667 0.86666667 0.86666667
312 0.66666669 0.80000001 0.80000001 0.80000001
313 0.83333331 0.83333331 0.83333331 0.83333331
314 0.77777779 0.77777779 0.77777779 0.77777779
315 0.88888890 0.88888890 0.77777779 0.88888890
316 0.88235295 0.88888890 0.88888890 0.88888890
317 0.85714287 0.89999998 0.89999998 0.89999998
318 1.00000000 1.00000000 1.00000000 1.00000000
319 0.90909094 0.90909094 0.90909094 0.90909094
320 0.66666669 0.66666669 0.33333334 0.66666669
321 1.00000000 1.00000000 1.00000000 1.00000000
322 0.00000000 0.00000000 0.00000000 0.00000000
323 0.40000001 0.40000001 0.40000001 0.40000001
324 1.00000000 1.00000000 1.00000000 1.00000000
325 1.00000000 1.00000000 1.00000000 1.00000000
326 0.50000000 0.50000000 0.50000000 0.50000000
327 0.66666669 0.66666669 0.66666669 0.66666669
328 0.50000000 0.50000000 0.50000000 0.50000000
329 0.00000000 0.00000000 0.00000000 0.00000000
330 0.00000000 0.00000000 0.00000000 0.00000000
331 0.00000000 0.00000000 0.00000000 0.00000000
332 0.00000000 0.00000000 0.00000000 0.00000000
333 0.18181819 0.25000000 0.25000000 0.25000000
334 0.41379312 0.41379312 0.41379312 0.41379312
335 0.16666667 0.20000000 0.20000000 0.20000000
336 0.36000001 0.36956522 0.34782609 0.36956522
337 0.51219511 0.53846157 0.51282054 0.56410259
338 0.52173913 0.53333336 0.51111114 0.53333336
339 1.00000000 1.00000000 1.00000000 1.00000000
340 1.00000000 1.00000000 1.00000000 1.00000000
341 1.00000000 1.00000000 1.00000000 1.00000000
342 0.00000000 0.00000000 0.00000000 0.00000000
343 0.22222222 0.50000000 0.50000000 0.50000000
344 0.85714287 1.00000000 1.00000000 1.00000000
345 0.50000000 0.50000000 0.50000000 0.50000000
346 0.60000002 0.60000002 0.60000002 0.60000002
347 0.60869563 0.62686568 0.62686568 0.64179105
348 0.58333331 0.61538464 0.61538464 0.61538464
349 0.66666669 0.66666669 0.66666669 0.66666669
350 0.45161289 0.49180329 0.49180329 0.49180329
351 0.33333334 0.25000000 0.25000000 0.25000000
352 0.50000000 0.50000000 0.50000000 0.50000000
353 0.50000000 0.50000000 0.50000000 0.50000000
354 1.00000000 1.00000000 1.00000000 1.00000000
355 0.66666669 0.66666669 0.66666669 0.66666669
356 1.00000000 1.00000000 1.00000000 1.00000000
357 1.00000000 1.00000000 1.00000000 1.00000000
358 1.00000000 1.00000000 1.00000000 1.00000000
359 0.00000000 0.00000000 0.00000000 0.00000000
360 0.00000000 0.00000000 0.00000000 0.00000000
361 0.00000000 0.00000000 0.00000000 0.00000000
362 0.00000000 0.00000000 0.00000000 0.00000000
363 0.00000000 0.00000000 0.00000000 0.00000000
364 0.46666667 0.53333336 0.53333336 0.53333336
365 1.00000000 1.00000000 1.00000000 1.00000000
366 0.00000000 0.00000000 0.00000000 0.00000000
367 1.00000000 1.00000000 1.00000000 1.00000000
368 1.00000000 1.00000000 1.00000000 1.00000000
369 0.72527474 0.74157304 0.74157304 0.74157304
370 0.81250000 0.81250000 0.81250000 0.81250000
371 1.00000000 1.00000000 1.00000000 1.00000000
372 0.00000000 0.00000000 0.00000000 0.00000000
373 0.00000000 0.00000000 0.00000000 0.00000000
374 1.00000000 1.00000000 1.00000000 1.00000000
375 1.00000000 1.00000000 1.00000000 1.00000000
376 0.00000000 0.00000000 0.00000000 0.00000000
377 1.00000000 1.00000000 1.00000000 1.00000000
378 0.00000000 0.00000000 0.00000000 0.00000000
379 0.50000000 0.50000000 0.50000000 0.50000000
380 1.00000000 1.00000000 1.00000000 1.00000000
381 0.50000000 0.53846157 0.53846157 0.53846157
382 0.66666669 0.66666669 0.66666669 0.66666669
383 1.00000000 1.00000000 1.00000000 1.00000000
384 1.00000000 1.00000000 1.00000000 1.00000000
385 1.00000000 1.00000000 1.00000000 1.00000000
386 0.00000000 0.00000000 0.00000000 0.00000000
387 0.50000000 0.50000000 0.50000000 0.50000000
388 0.83333331 0.83333331 0.83333331 0.83333331
389 0.75000000 0.75000000 0.75000000 0.75000000
390 1.00000000 0.83333331 0.83333331 0.83333331
391 0.00000000 0.00000000 0.00000000 0.00000000
392 0.22857143 0.23529412 0.23529412 0.23529412
393 0.33333334 0.36363637 0.36363637 0.36363637
394 0.39639640 0.41509435 0.41509435 0.42452830
395 0.38202247 0.40000001 0.40000001 0.40000001
396 0.00000000 0.00000000 0.00000000 0.00000000
397 0.63157892 0.63636363 0.63636363 0.63636363
398 0.53571427 0.50000000 0.50000000 0.50000000
399 0.72549021 0.73076922 0.73076922 0.73076922
400 0.50000000 0.45454547 0.45454547 0.45454547
401 0.85714287 0.69999999 0.69999999 0.69999999
402 1.00000000 1.00000000 1.00000000 1.00000000
403 0.66666669 0.66666669 0.66666669 0.66666669
404 0.33333334 0.50000000 0.50000000 0.50000000
405 0.33333334 0.33333334 0.33333334 0.33333334
406 0.40000001 0.40000001 0.20000000 0.40000001
407 0.60000002 0.60000002 0.60000002 0.60000002
408 0.25000000 0.25000000 0.25000000 0.25000000
409 1.00000000 1.00000000 1.00000000 1.00000000
410 0.50000000 0.50000000 0.50000000 0.50000000
411 0.00000000 0.00000000 0.00000000 0.00000000
412 1.00000000 1.00000000 1.00000000 1.00000000
413 0.00000000 0.00000000 0.00000000 0.00000000
414 1.00000000 1.00000000 1.00000000 1.00000000
415 0.00000000 0.00000000 0.00000000 0.00000000
416 0.00000000 0.00000000 0.00000000 0.00000000
417 0.33333334 1.00000000 1.00000000 1.00000000
418 1.00000000 1.00000000 1.00000000 1.00000000
419 0.50000000 0.66666669 0.66666669 0.66666669
420 0.68750000 0.64705884 0.64705884 0.64705884
421 0.63999999 0.62068963 0.58620691 0.62068963
422 0.81818181 0.89999998 0.89999998 0.89999998
423 0.75862068 0.78571427 0.78571427 0.78571427
424 1.00000000 1.00000000 1.00000000 1.00000000
425 1.00000000 1.00000000 1.00000000 1.00000000
426 0.00000000 0.00000000 0.00000000 0.00000000
427 0.00000000 0.00000000 0.00000000 0.00000000
428 0.25000000 0.25000000 0.25000000 0.25000000
429 0.42857143 0.50000000 0.50000000 0.50000000
430 0.37500000 0.37500000 0.37500000 0.37500000
431 0.30769232 0.27272728 0.27272728 0.27272728
432 0.31250000 0.37500000 0.37500000 0.50000000
433 0.12500000 0.10000000 0.10000000 0.10000000
434 0.00000000 0.00000000 0.00000000 0.28571430
435 0.33333334 0.35714287 0.35714287 0.50000000
436 0.16666667 0.18181819 0.18181819 0.18181819
437 0.50000000 0.50000000 0.50000000 0.50000000
438 1.00000000 1.00000000 1.00000000 1.00000000
439 1.00000000 1.00000000 1.00000000 1.00000000
440 1.00000000 1.00000000 1.00000000 1.00000000
441 1.00000000 1.00000000 1.00000000 1.00000000
442 0.50000000 0.50000000 0.50000000 0.50000000
443 0.33333334 0.33333334 0.33333334 0.33333334
444 0.88235295 0.84210527 0.84210527 0.84210527
445 0.72727275 0.81818181 0.81818181 0.81818181
446 0.66666669 0.66666669 0.66666669 0.66666669
447 0.66666669 0.69999999 0.69999999 0.69999999
448 0.60000002 0.64285713 0.64285713 0.64285713
449 0.89999998 0.90909094 0.90909094 0.90909094
450 0.89285713 0.89285713 0.89285713 0.89285713
451 1.00000000 1.00000000 1.00000000 1.00000000
452 0.83333331 0.83333331 0.83333331 0.83333331
453 0.80000001 0.80000001 0.80000001 0.80000001
454 1.00000000 1.00000000 1.00000000 1.00000000
455 1.00000000 1.00000000 1.00000000 1.00000000
456 0.75000000 0.75000000 0.75000000 0.75000000
457 0.40000001 0.40000001 0.40000001 0.40000001
458 0.40000001 0.40000001 0.40000001 0.40000001
459 0.75000000 0.75000000 0.75000000 0.75000000
460 1.00000000 1.00000000 1.00000000 1.00000000
461 1.00000000 1.00000000 1.00000000 1.00000000
462 0.00000000 0.00000000 0.00000000 0.00000000
463 1.00000000 1.00000000 1.00000000 1.00000000
464 0.00000000 0.00000000 0.00000000 0.00000000
465 0.00000000 0.00000000 0.00000000 0.00000000
466 0.00000000 0.00000000 0.00000000 0.00000000
467 0.00000000 0.00000000 0.00000000 0.00000000
468 0.20000000 0.20000000 0.20000000 0.20000000
469 0.33333334 0.33333334 0.33333334 0.33333334
470 0.00000000 0.00000000 0.00000000 0.00000000
471 0.50000000 0.33333334 0.33333334 0.33333334
472 0.12500000 0.12500000 0.12500000 0.12500000
473 0.23529412 0.07142857 0.07142857 0.07142857
474 0.57142860 0.66666669 0.66666669 0.66666669
475 0.30000001 0.30000001 0.30000001 0.30000001
476 0.00000000 0.00000000 0.00000000 0.00000000
477 1.00000000 1.00000000 1.00000000 1.00000000
478 0.66666669 0.66666669 0.66666669 0.66666669
479 0.69999999 0.72727275 0.72727275 0.72727275
480 1.00000000 0.77777779 0.77777779 0.77777779
481 0.50000000 0.33333334 0.33333334 0.33333334
482 0.50000000 0.50000000 0.50000000 0.50000000
483 0.75000000 0.75000000 0.75000000 0.75000000
484 1.00000000 1.00000000 1.00000000 1.00000000
485 1.00000000 1.00000000 1.00000000 1.00000000
486 1.00000000 1.00000000 1.00000000 1.00000000
487 0.00000000 0.00000000 0.00000000 0.00000000
488 0.00000000 0.00000000 0.00000000 0.00000000
489 1.00000000 1.00000000 1.00000000 1.00000000
490 0.50000000 0.50000000 0.50000000 0.50000000
491 1.00000000 1.00000000 1.00000000 1.00000000
492 0.50000000 1.00000000 1.00000000 1.00000000
493 0.31250000 0.50000000 0.50000000 0.50000000
494 1.00000000 1.00000000 1.00000000 1.00000000
495 0.00000000 0.00000000 0.00000000 0.00000000
496 0.00000000 0.00000000 0.00000000 0.00000000
497 0.00000000 0.00000000 0.00000000 0.00000000
498 0.66666669 0.66666669 0.66666669 0.66666669
499 0.28571430 0.28571430 0.28571430 0.28571430
500 0.36363637 0.40000001 0.40000001 0.40000001
501 0.00000000 0.00000000 0.00000000 0.00000000
502 0.00000000 0.00000000 0.00000000 0.00000000
503 1.00000000 1.00000000 1.00000000 1.00000000
504 0.00000000 0.00000000 0.00000000 0.00000000
505 0.00000000 0.00000000 0.00000000 0.00000000
506 0.00000000 0.00000000 0.00000000 0.00000000
507 0.24444444 0.28947368 0.28947368 0.28947368
508 0.32307693 0.37288135 0.37288135 0.37288135
509 0.54929578 0.61240309 0.60465115 0.61240309
510 0.14634146 0.10000000 0.10000000 0.10000000
511 0.52380955 0.52272725 0.50000000 0.52272725
512 0.52459013 0.51612902 0.51612902 0.51612902
513 0.40909091 0.43478259 0.43478259 0.43478259
514 0.34313726 0.34653464 0.34653464 0.35643566
515 0.28813559 0.29824561 0.28070176 0.31578946
516 0.54166669 0.64999998 0.64999998 0.64999998
517 0.30000001 0.33333334 0.33333334 0.33333334
518 0.40625000 0.41935483 0.41935483 0.41935483
519 0.27272728 0.33333334 0.33333334 0.33333334
520 0.60000002 1.00000000 1.00000000 1.00000000
521 0.00000000 0.00000000 0.00000000 0.00000000
522 1.00000000 1.00000000 1.00000000 1.00000000
523 0.00000000 0.00000000 0.00000000 0.00000000
524 0.66666669 0.66666669 0.66666669 0.66666669
525 0.50000000 0.50000000 0.50000000 0.50000000
526 0.80000001 0.80000001 0.80000001 0.80000001
527 0.00000000 0.00000000 0.00000000 0.00000000
528 0.00000000 0.00000000 0.00000000 0.00000000
529 1.00000000 1.00000000 1.00000000 1.00000000
530 0.00000000 0.00000000 0.00000000 0.00000000
531 0.00000000 0.00000000 0.00000000 0.00000000
532 0.00000000 0.00000000 0.00000000 0.00000000
533 0.00000000 0.00000000 0.00000000 0.00000000
534 0.00000000 0.00000000 0.00000000 0.00000000
535 0.00000000 0.00000000 0.00000000 0.00000000
536 0.66666669 0.80000001 0.80000001 0.80000001
537 1.00000000 0.80000001 0.80000001 0.80000001
538 1.00000000 1.00000000 1.00000000 1.00000000
539 0.53846157 0.50000000 0.43750000 0.50000000
540 1.00000000 1.00000000 1.00000000 1.00000000
541 0.33333334 0.33333334 0.33333334 0.33333334
542 0.00000000 0.00000000 0.00000000 0.00000000
543 0.50000000 1.00000000 1.00000000 1.00000000
544 0.66666669 0.66666669 0.66666669 0.66666669
545 0.33333334 0.36363637 0.36363637 0.36363637
546 0.35714287 0.50000000 0.50000000 0.50000000
547 0.18750000 0.33333334 0.33333334 0.33333334
548 0.28571430 0.47826087 0.47826087 0.47826087
549 0.16666667 0.36363637 0.36363637 0.36363637
550 0.21621622 0.38095239 0.38095239 0.38095239
551 0.37704918 0.57499999 0.57499999 0.57499999
552 0.00000000 0.00000000 0.00000000 0.00000000
553 1.00000000 1.00000000 1.00000000 1.00000000
554 0.00000000 0.00000000 0.00000000 0.00000000
555 0.50000000 0.50000000 0.50000000 0.50000000
556 0.35483870 0.42307693 0.42307693 0.42307693
557 0.63636363 0.73684210 0.73684210 0.73684210
558 0.69999999 0.75000000 0.75000000 0.75000000
559 0.66666669 0.66666669 0.66666669 0.66666669
560 0.50000000 0.50000000 0.50000000 0.50000000
561 1.00000000 1.00000000 1.00000000 1.00000000
562 0.00000000 0.00000000 0.00000000 0.00000000
563 0.00000000 0.00000000 0.00000000 0.00000000
564 0.00000000 0.00000000 0.00000000 0.00000000
565 0.00000000 0.00000000 0.00000000 0.00000000
566 0.00000000 0.00000000 0.00000000 0.00000000
567 0.00000000 0.00000000 0.00000000 0.00000000
568 0.33333334 0.33333334 0.33333334 0.33333334
569 0.00000000 0.00000000 0.00000000 0.00000000
570 0.00000000 0.00000000 0.00000000 0.00000000
571 1.00000000 1.00000000 0.50000000 1.00000000
572 1.00000000 1.00000000 0.50000000 1.00000000
573 1.00000000 1.00000000 1.00000000 1.00000000
574 0.50000000 0.50000000 0.50000000 0.50000000
575 0.00000000 0.00000000 0.00000000 0.00000000
576 0.00000000 0.00000000 0.00000000 0.00000000
577 1.00000000 1.00000000 1.00000000 1.00000000
578 0.00000000 0.00000000 0.00000000 0.00000000
579 0.00000000 0.00000000 0.00000000 0.00000000
580 0.00000000 0.00000000 0.00000000 0.00000000
581 0.50000000 0.50000000 0.50000000 0.50000000
582 0.57142860 0.55555558 0.55555558 0.66666669
583 0.48888889 0.48148149 0.40740740 0.48148149
584 0.31250000 0.39534885 0.32558140 0.39534885
585 0.40000001 0.43396226 0.41509435 0.43396226
586 0.28000000 0.29577464 0.26760563 0.29577464
587 0.28415301 0.32317072 0.31097561 0.32317072
588 0.64814812 0.68518519 0.68518519 0.68518519
589 1.00000000 1.00000000 1.00000000 1.00000000
590 0.00000000 0.00000000 0.00000000 0.00000000
591 1.00000000 1.00000000 1.00000000 1.00000000
592 0.00000000 0.00000000 0.00000000 0.00000000
593 0.00000000 0.00000000 0.00000000 0.00000000
594 1.00000000 1.00000000 1.00000000 1.00000000
595 0.00000000 0.00000000 0.00000000 0.00000000
596 1.00000000 1.00000000 1.00000000 1.00000000
597 0.66666669 0.66666669 0.66666669 0.66666669
598 0.00000000 0.00000000 0.00000000 0.00000000
599 0.50000000 0.50000000 0.50000000 0.50000000
600 0.00000000 0.00000000 0.00000000 0.00000000
601 0.00000000 0.00000000 0.00000000 0.00000000
602 1.00000000 1.00000000 1.00000000 1.00000000
603 1.00000000 1.00000000 1.00000000 1.00000000
604 0.00000000 0.00000000 0.00000000 0.00000000
605 1.00000000 1.00000000 1.00000000 1.00000000
606 1.00000000 1.00000000 1.00000000 1.00000000
607 0.66666669 0.66666669 0.66666669 0.66666669
608 0.00000000 0.00000000 0.00000000 0.00000000
609 0.00000000 0.00000000 0.00000000 0.00000000
610 0.00000000 0.00000000 0.00000000 0.00000000
611 0.33333334 0.33333334 0.33333334 0.33333334
612 0.75000000 0.80000001 0.80000001 0.80000001
613 0.00000000 0.00000000 0.00000000 0.00000000
614 0.00000000 0.50000000 0.50000000 0.50000000
615 0.37500000 0.37500000 0.37500000 0.37500000
616 0.58333331 0.69230771 0.69230771 0.69230771
617 0.37500000 0.39130434 0.39130434 0.43478259
618 0.37037036 0.40000001 0.40000001 0.40000001
619 0.66666669 0.68571430 0.68571430 0.68571430
620 0.00000000 0.00000000 0.00000000 0.00000000
621 0.75000000 0.75000000 0.75000000 0.75000000
622 1.00000000 1.00000000 1.00000000 1.00000000
623 1.00000000 0.50000000 0.50000000 0.50000000
624 0.00000000 0.00000000 0.00000000 0.00000000
625 0.40000001 0.33333334 0.33333334 0.33333334
626 0.32499999 0.32499999 0.32499999 0.32499999
627 0.36363637 0.34375000 0.34375000 0.34375000
628 0.33333334 0.38461539 0.38461539 0.38461539
629 0.50000000 0.50000000 0.50000000 0.50000000
softratio_utilities secessionist softratio_new_lag _est_m1 _est_m2 _est_m3
1 0.50000000 0 0.00000000 1 1 1
2 1.00000000 1 0.00000000 1 1 1
3 1.00000000 1 1.00000000 1 1 1
4 1.00000000 1 1.00000000 1 1 1
5 0.71428573 1 1.00000000 1 1 1
6 0.88888890 1 0.71428573 1 1 1
7 0.56250000 1 0.89999998 1 1 1
8 0.85714287 1 0.56250000 1 1 1
9 0.93333334 1 0.85714287 1 1 1
10 0.50000000 1 0.93333334 1 1 1
11 0.60000002 1 0.50000000 1 1 1
12 0.66666669 1 0.60000002 1 1 1
13 0.66666669 1 0.66666669 1 1 1
14 0.16666667 1 0.66666669 1 1 1
15 0.00000000 0 0.00000000 1 1 1
16 1.00000000 0 0.00000000 1 1 1
17 0.00000000 0 0.00000000 1 1 1
18 0.50000000 1 0.00000000 1 1 1
19 0.81250000 1 0.50000000 1 1 1
20 0.85000002 1 0.81250000 1 1 1
21 0.73333335 1 0.85000002 1 1 1
22 0.57142860 1 0.73333335 1 1 1
23 0.53333336 1 0.57142860 1 1 1
24 0.71428573 1 0.53333336 1 1 1
25 0.89473683 1 0.71428573 1 1 1
26 0.00000000 1 0.00000000 1 1 1
27 0.00000000 1 0.00000000 1 1 1
28 0.50000000 1 0.00000000 1 1 1
29 1.00000000 0 0.00000000 1 1 1
30 1.00000000 0 0.00000000 1 1 1
31 0.00000000 1 0.00000000 1 1 1
32 0.00000000 1 0.00000000 1 1 1
33 0.00000000 1 0.00000000 1 1 1
34 0.00000000 1 0.00000000 1 1 1
35 0.00000000 1 0.00000000 1 1 1
36 0.00000000 1 0.00000000 1 1 1
37 0.00000000 0 0.00000000 1 1 1
38 0.20408164 0 0.16666667 1 1 1
39 0.60000002 0 0.20408164 1 1 1
40 0.38235295 0 0.60000002 1 1 1
41 0.41176471 0 0.00000000 1 1 1
42 0.75000000 0 0.00000000 1 1 1
43 1.00000000 1 0.00000000 1 1 1
44 0.50000000 1 0.00000000 1 1 1
45 1.00000000 1 0.00000000 1 1 1
46 1.00000000 0 0.00000000 1 1 1
47 1.00000000 0 1.00000000 1 1 1
48 1.00000000 0 0.88888890 1 1 1
49 0.88888890 0 1.00000000 1 1 1
50 1.00000000 0 0.88888890 1 1 1
51 0.50000000 0 0.00000000 1 1 1
52 0.25000000 0 0.00000000 1 1 1
53 1.00000000 0 0.25000000 1 1 1
54 0.00000000 0 1.00000000 1 1 1
55 0.00000000 0 0.00000000 1 1 1
56 0.22222222 0 0.00000000 1 1 1
57 0.50000000 0 0.00000000 1 1 1
58 0.40000001 0 0.50000000 1 1 1
59 0.00000000 0 0.00000000 1 1 1
60 0.00000000 0 0.00000000 1 1 1
61 1.00000000 0 0.00000000 1 1 1
62 1.00000000 0 1.00000000 1 1 1
63 1.00000000 1 0.00000000 1 1 1
64 0.00000000 1 1.00000000 1 1 1
65 0.75000000 1 0.00000000 1 1 1
66 0.27419356 1 0.75000000 1 1 1
67 0.23999999 1 0.27419356 1 1 1
68 0.12195122 1 0.23999999 1 1 1
69 0.22222222 1 0.12195122 1 1 1
70 0.18181819 1 0.22222222 1 1 1
71 0.00000000 1 0.18181819 1 1 1
72 1.00000000 1 0.00000000 1 1 1
73 0.33333334 1 1.00000000 1 1 1
74 0.72727275 0 0.00000000 1 1 1
75 0.83333331 0 0.69090909 1 1 1
76 0.89999998 0 0.83333331 1 1 1
77 0.90909094 0 0.89999998 1 1 1
78 0.55555558 0 0.90909094 1 1 1
79 0.71428573 0 0.55555558 1 1 1
80 0.86666667 0 0.71428573 1 1 1
81 0.77777779 0 0.86666667 1 1 1
82 0.89999998 0 0.77777779 1 1 1
83 1.00000000 0 0.89999998 1 1 1
84 1.00000000 0 1.00000000 1 1 1
85 1.00000000 0 1.00000000 1 1 1
86 0.00000000 1 0.00000000 1 1 1
87 1.00000000 1 0.00000000 1 1 1
88 0.60000002 1 0.00000000 1 1 1
89 0.61538464 1 0.50000000 1 1 1
90 1.00000000 1 0.30769232 1 1 1
91 1.00000000 1 0.00000000 0 0 0
92 1.00000000 1 0.00000000 0 0 0
93 0.71428573 1 0.00000000 1 1 1
94 0.54761904 1 0.71428573 1 1 1
95 0.65714288 1 0.54761904 1 1 1
96 0.11111111 1 0.28571430 1 1 1
97 0.00000000 1 0.11111111 1 1 1
98 0.40909091 1 0.00000000 1 1 1
99 0.51515150 1 0.40909091 1 1 1
100 0.64285713 1 0.51515150 1 1 1
101 0.72727275 1 0.64285713 1 1 1
102 0.64285713 1 0.72727275 1 1 1
103 0.78947371 1 0.50000000 1 1 1
104 0.41176471 1 0.78947371 1 1 1
105 0.33333334 1 0.41176471 1 1 1
106 1.00000000 1 0.00000000 0 0 0
107 0.25000000 1 0.00000000 1 1 1
108 1.00000000 1 0.25000000 1 1 1
109 0.00000000 1 0.00000000 1 1 1
110 0.00000000 1 0.00000000 1 1 1
111 0.50000000 1 0.00000000 1 1 1
112 1.00000000 1 0.00000000 0 0 0
113 0.25000000 0 0.00000000 1 1 1
114 0.70588237 0 0.25000000 1 1 1
115 0.66666669 0 0.70588237 1 1 1
116 0.00000000 0 0.00000000 1 1 1
117 0.00000000 0 0.00000000 1 1 1
118 0.00000000 0 0.00000000 1 1 1
119 0.00000000 0 0.00000000 1 1 1
120 0.00000000 0 0.00000000 1 1 1
121 1.00000000 0 0.00000000 1 1 1
122 0.62500000 1 0.00000000 1 1 1
123 0.71428573 1 0.00000000 1 1 1
124 0.13636364 1 0.80000001 1 1 1
125 0.77777779 1 0.13636364 1 1 1
126 0.00000000 1 0.77777779 1 1 1
127 0.83333331 1 0.00000000 1 1 1
128 0.00000000 1 0.83333331 1 1 1
129 0.50000000 1 0.00000000 1 1 1
130 0.57142860 1 0.00000000 1 1 1
131 0.44444445 1 0.00000000 1 1 1
132 0.66666669 1 0.44444445 1 1 1
133 0.00000000 1 0.66666669 1 1 1
134 0.00000000 0 0.00000000 1 1 1
135 0.00000000 0 0.00000000 1 1 1
136 0.00000000 0 0.00000000 1 1 1
137 0.00000000 0 0.00000000 1 1 1
138 0.00000000 0 0.00000000 1 1 1
139 0.00000000 0 0.00000000 1 1 1
140 0.00000000 0 0.00000000 1 1 1
141 0.00000000 0 0.00000000 1 1 1
142 1.00000000 1 0.00000000 1 1 1
143 0.00000000 1 0.00000000 1 1 1
144 0.04545455 1 0.00000000 1 1 1
145 0.62068963 1 0.04545455 1 1 1
146 0.71428573 1 0.60344827 1 1 1
147 0.60000002 1 0.57142860 1 1 1
148 0.50000000 1 0.60000002 1 1 1
149 0.00000000 1 0.50000000 1 1 1
150 1.00000000 0 0.00000000 1 1 1
151 1.00000000 0 0.00000000 1 1 1
152 0.75000000 0 0.00000000 1 1 1
153 0.50000000 0 0.75000000 1 1 1
154 1.00000000 0 0.50000000 1 1 1
155 0.75000000 0 0.00000000 1 1 1
156 0.37037036 0 0.00000000 1 1 1
157 1.00000000 0 0.00000000 1 1 1
158 0.85714287 0 1.00000000 1 1 1
159 1.00000000 0 0.85714287 1 1 1
160 0.80000001 0 1.00000000 1 1 1
161 0.50000000 0 0.80000001 1 1 1
162 0.00000000 0 0.50000000 1 1 1
163 0.71875000 0 0.00000000 1 1 1
164 0.65625000 0 0.71875000 1 1 1
165 0.80000001 0 0.65625000 1 1 1
166 0.64285713 0 0.80000001 1 1 1
167 0.88235295 0 0.64285713 1 1 1
168 0.83333331 0 0.88235295 1 1 1
169 0.23684211 0 0.83333331 1 1 1
170 0.83333331 0 0.00000000 1 1 1
171 1.00000000 0 0.83333331 1 1 1
172 0.00000000 0 0.00000000 1 1 1
173 1.00000000 0 0.00000000 1 1 1
174 0.00000000 0 0.00000000 1 1 1
175 1.00000000 0 0.00000000 1 1 1
176 1.00000000 0 0.00000000 1 1 1
177 0.40000001 0 0.00000000 1 1 1
178 NA 0 0.40000001 0 0 1
179 0.33333334 0 0.00000000 1 1 1
180 0.05555556 0 0.33333334 1 1 1
181 0.09523810 0 0.05555556 1 1 1
182 0.00000000 0 0.09523810 1 1 1
183 1.00000000 0 0.00000000 1 1 1
184 0.00000000 0 1.00000000 1 1 1
185 0.00000000 0 0.00000000 1 1 1
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226 1.00000000 1 0.14285715 1 1 1
227 1.00000000 0 0.00000000 1 1 1
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236 0.16666667 0 0.00000000 1 1 1
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240 0.66666669 0 0.00000000 1 1 1
241 0.66666669 0 0.66666669 1 1 1
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243 1.00000000 0 0.00000000 1 1 1
244 0.33333334 0 0.00000000 1 1 1
245 0.66666669 0 0.33333334 1 1 1
246 0.75000000 0 0.00000000 1 1 1
247 0.50000000 0 0.00000000 1 1 1
248 1.00000000 1 0.00000000 1 1 1
249 1.00000000 1 0.00000000 1 1 1
250 0.00000000 1 1.00000000 1 1 1
251 1.00000000 1 0.00000000 1 1 1
252 1.00000000 1 0.00000000 1 1 1
253 0.66666669 1 1.00000000 1 1 1
254 1.00000000 1 0.66666669 1 1 1
255 1.00000000 1 0.00000000 1 1 1
256 0.00000000 1 0.00000000 1 1 1
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258 1.00000000 0 0.00000000 1 1 1
259 0.90909094 0 1.00000000 1 1 1
260 0.00000000 0 0.90909094 1 1 1
261 0.50000000 0 0.00000000 1 1 1
262 0.00000000 1 0.00000000 1 1 1
263 0.42857143 1 0.00000000 1 1 1
264 0.76190478 1 0.42857143 1 1 1
265 0.54545456 1 0.00000000 1 1 1
266 0.53333336 1 0.56521738 1 1 1
267 0.44444445 1 0.53333336 1 1 1
268 0.60000002 1 0.44444445 1 1 1
269 0.46153846 1 0.60000002 1 1 1
270 1.00000000 1 0.42307693 1 1 1
271 0.33333334 1 0.00000000 1 1 1
272 0.16666667 1 0.33333334 1 1 1
273 0.37037036 1 0.16666667 1 1 1
274 0.63636363 1 0.37037036 1 1 1
275 0.50000000 1 0.45454547 1 1 1
276 1.00000000 0 0.00000000 1 1 1
277 1.00000000 0 0.00000000 1 1 1
278 1.00000000 0 1.00000000 1 1 1
279 0.00000000 0 1.00000000 1 1 1
280 1.00000000 0 0.00000000 1 1 1
281 0.00000000 0 1.00000000 1 1 1
282 0.75000000 0 0.00000000 1 1 1
283 1.00000000 0 0.75000000 1 1 1
284 1.00000000 0 1.00000000 1 1 1
285 1.00000000 0 1.00000000 1 1 1
286 1.00000000 0 0.00000000 1 1 1
287 0.00000000 0 1.00000000 1 1 1
288 0.00000000 0 0.00000000 1 1 1
289 0.33333334 0 0.00000000 1 1 1
290 0.38888890 0 0.22222222 1 1 1
291 0.38461539 0 0.38888890 1 1 1
292 1.00000000 0 0.38461539 1 1 1
293 1.00000000 0 1.00000000 1 1 1
294 0.62500000 0 1.00000000 1 1 1
295 0.50000000 0 0.62500000 1 1 1
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297 0.37931034 1 0.00000000 1 1 1
298 0.45714286 1 0.31034482 1 1 1
299 0.43750000 1 0.41904762 1 1 1
300 0.25806451 1 0.34375000 1 1 1
301 0.28571430 1 0.25806451 1 1 1
302 0.22222222 1 0.17142858 1 1 1
303 0.34782609 1 0.22222222 1 1 1
304 0.66666669 1 0.34782609 1 1 1
305 0.00000000 1 0.66666669 1 1 1
306 0.36842105 1 0.00000000 1 1 1
307 0.34146342 1 0.36842105 1 1 1
308 0.40816328 1 0.34146342 1 1 1
309 0.57499999 1 0.40816328 1 1 1
310 1.00000000 0 0.00000000 1 1 1
311 0.86666667 0 1.00000000 1 1 1
312 0.80000001 0 0.86666667 1 1 1
313 0.83333331 0 0.80000001 1 1 1
314 0.77777779 0 0.00000000 1 1 1
315 0.88888890 0 0.77777779 1 1 1
316 0.88888890 0 0.88888890 1 1 1
317 0.89999998 0 0.88888890 1 1 1
318 1.00000000 0 0.89999998 1 1 1
319 0.90909094 0 1.00000000 1 1 1
320 0.66666669 0 0.00000000 1 1 1
321 1.00000000 0 0.00000000 1 1 1
322 0.00000000 0 0.00000000 1 1 1
323 0.40000001 0 0.00000000 1 1 1
324 1.00000000 0 0.00000000 1 1 1
325 1.00000000 0 1.00000000 1 1 1
326 0.50000000 0 1.00000000 1 1 1
327 0.66666669 0 0.50000000 1 1 1
328 0.50000000 0 0.66666669 1 1 1
329 0.00000000 0 0.50000000 1 1 1
330 0.00000000 0 0.00000000 1 1 1
331 0.00000000 0 0.00000000 0 0 0
332 0.00000000 0 0.00000000 0 0 0
333 0.31250000 0 0.00000000 0 0 0
334 0.41379312 0 0.25000000 0 0 0
335 0.20000000 0 0.41379312 0 0 0
336 0.36956522 0 0.20000000 0 0 0
337 0.53846157 0 0.36956522 0 0 0
338 0.53333336 0 0.53846157 0 0 0
339 1.00000000 0 0.00000000 1 1 1
340 1.00000000 0 0.00000000 1 1 1
341 1.00000000 0 0.00000000 1 1 1
342 0.00000000 1 0.00000000 1 1 1
343 0.50000000 1 0.00000000 1 1 1
344 1.00000000 1 0.50000000 1 1 1
345 0.50000000 1 1.00000000 1 1 1
346 0.60000002 1 0.50000000 1 1 1
347 0.64179105 1 0.60000002 1 1 1
348 0.61538464 1 0.62686568 1 1 1
349 0.66666669 1 0.61538464 1 1 1
350 0.57377046 1 0.66666669 1 1 1
351 0.25000000 1 0.49180329 1 1 1
352 0.50000000 1 0.00000000 1 1 1
353 0.50000000 1 0.50000000 1 1 1
354 1.00000000 1 0.00000000 1 1 1
355 0.66666669 1 1.00000000 1 1 1
356 1.00000000 1 0.66666669 1 1 1
357 1.00000000 1 0.00000000 1 1 1
358 1.00000000 1 1.00000000 1 1 1
359 0.00000000 1 0.00000000 1 1 1
360 0.00000000 1 0.00000000 1 1 1
361 0.00000000 0 0.00000000 1 1 1
362 0.00000000 0 0.00000000 1 1 1
363 0.00000000 1 0.00000000 1 1 1
364 0.53333336 1 0.00000000 1 1 1
365 1.00000000 1 0.53333336 1 1 1
366 0.00000000 1 0.00000000 1 1 1
367 1.00000000 1 0.00000000 1 1 1
368 1.00000000 1 0.00000000 0 0 0
369 0.74157304 0 0.00000000 1 1 1
370 0.81250000 0 0.74157304 1 1 1
371 1.00000000 0 0.00000000 1 1 1
372 0.00000000 0 1.00000000 1 1 1
373 0.00000000 0 0.00000000 1 1 1
374 1.00000000 0 0.00000000 1 1 1
375 1.00000000 0 1.00000000 1 1 1
376 0.00000000 0 0.00000000 1 1 1
377 1.00000000 0 0.00000000 1 1 1
378 0.00000000 0 0.00000000 1 1 1
379 0.50000000 0 0.00000000 1 1 1
380 1.00000000 0 0.50000000 1 1 1
381 0.61538464 0 1.00000000 1 1 1
382 0.66666669 1 0.00000000 1 1 1
383 1.00000000 1 0.66666669 1 1 1
384 1.00000000 1 1.00000000 1 1 1
385 1.00000000 1 1.00000000 1 1 1
386 0.00000000 1 1.00000000 1 1 1
387 0.50000000 1 0.00000000 1 1 1
388 0.83333331 1 0.50000000 1 1 1
389 0.75000000 1 0.83333331 1 1 1
390 0.83333331 1 0.00000000 1 1 1
391 0.00000000 1 0.00000000 1 1 1
392 0.23529412 1 0.00000000 1 1 1
393 0.36363637 0 0.00000000 1 1 1
394 0.61320752 0 0.36363637 1 1 1
395 0.41176471 0 0.41509435 1 1 1
396 0.02857143 0 0.40000001 1 1 1
397 0.77272725 0 0.00000000 1 1 1
398 0.59375000 0 0.65217394 1 1 1
399 0.80769229 0 0.50000000 1 1 1
400 0.45454547 0 0.73076922 1 1 1
401 0.69999999 0 0.45454547 1 1 1
402 1.00000000 0 0.69999999 1 1 1
403 0.83333331 0 1.00000000 1 1 1
404 0.50000000 0 0.66666669 1 1 1
405 0.33333334 1 0.00000000 1 1 1
406 0.40000001 1 0.33333334 1 1 1
407 0.60000002 1 0.40000001 1 1 1
408 0.25000000 1 0.60000002 1 1 1
409 1.00000000 1 0.25000000 1 1 1
410 0.50000000 1 1.00000000 1 1 1
411 0.00000000 1 0.50000000 1 1 1
412 1.00000000 1 0.00000000 1 1 1
413 0.00000000 1 0.00000000 1 1 1
414 1.00000000 1 0.00000000 1 1 1
415 0.00000000 1 0.00000000 1 1 1
416 0.00000000 1 0.00000000 1 1 1
417 1.00000000 1 0.00000000 1 1 1
418 1.00000000 0 0.00000000 1 1 1
419 0.66666669 0 0.00000000 1 1 1
420 0.64705884 0 0.66666669 1 1 1
421 0.68965518 0 0.64705884 1 1 1
422 0.89999998 0 0.62068963 1 1 1
423 0.82142860 0 0.89999998 1 1 1
424 1.00000000 0 0.78571427 1 1 1
425 1.00000000 0 0.00000000 1 1 1
426 0.00000000 0 1.00000000 1 1 1
427 0.00000000 0 0.00000000 1 1 1
428 0.25000000 0 0.00000000 1 1 1
429 0.50000000 0 0.25000000 1 1 1
430 0.37500000 0 0.50000000 1 1 1
431 0.27272728 0 0.37500000 1 1 1
432 0.37500000 0 0.33333334 1 1 1
433 0.10000000 0 0.37500000 1 1 1
434 0.00000000 0 0.10000000 1 1 1
435 0.35714287 0 0.00000000 1 1 1
436 0.18181819 0 0.35714287 1 1 1
437 0.50000000 1 0.00000000 1 1 1
438 1.00000000 1 0.00000000 1 1 1
439 1.00000000 1 0.00000000 1 1 1
440 1.00000000 1 1.00000000 1 1 1
441 1.00000000 1 1.00000000 1 1 1
442 0.50000000 0 0.00000000 1 1 1
443 0.33333334 0 0.00000000 1 1 1
444 0.84210527 0 0.33333334 1 1 1
445 0.81818181 0 0.84210527 1 1 1
446 0.66666669 0 0.81818181 1 1 1
447 0.69999999 0 0.66666669 1 1 1
448 0.64285713 0 0.69999999 1 1 1
449 0.95454544 0 0.64285713 1 1 1
450 0.89285713 0 0.90909094 1 1 1
451 1.00000000 0 0.00000000 0 0 0
452 0.83333331 0 1.00000000 0 0 0
453 0.80000001 0 0.83333331 0 0 0
454 1.00000000 0 0.00000000 1 1 1
455 1.00000000 0 0.00000000 1 1 1
456 0.75000000 0 1.00000000 1 1 1
457 0.40000001 0 0.75000000 1 1 1
458 0.40000001 0 0.40000001 1 1 1
459 0.75000000 0 0.00000000 1 1 1
460 1.00000000 0 0.75000000 1 1 1
461 1.00000000 1 0.00000000 1 1 1
462 0.00000000 1 1.00000000 1 1 1
463 1.00000000 1 0.00000000 1 1 1
464 0.00000000 1 0.00000000 1 1 1
465 1.00000000 1 0.00000000 1 1 1
466 0.00000000 1 0.00000000 1 1 1
467 0.00000000 0 0.00000000 0 0 0
468 0.20000000 0 0.00000000 1 1 1
469 0.33333334 0 0.20000000 1 1 1
470 0.00000000 0 0.33333334 1 1 1
471 0.33333334 0 0.00000000 1 1 1
472 0.12500000 0 0.33333334 1 1 1
473 0.07142857 0 0.12500000 1 1 1
474 0.66666669 0 0.07142857 1 1 1
475 0.30000001 0 0.66666669 1 1 1
476 0.00000000 0 0.30000001 1 1 1
477 1.00000000 0 0.00000000 1 1 1
478 0.66666669 0 1.00000000 1 1 1
479 0.72727275 0 0.00000000 1 1 1
480 0.77777779 0 0.72727275 1 1 1
481 0.33333334 0 0.77777779 1 1 1
482 0.50000000 0 0.33333334 1 1 1
483 0.75000000 0 0.50000000 1 1 1
484 1.00000000 0 0.00000000 1 1 1
485 1.00000000 0 0.00000000 1 1 1
486 1.00000000 0 1.00000000 1 1 1
487 0.00000000 0 1.00000000 1 1 1
488 0.00000000 0 0.00000000 1 1 1
489 1.00000000 0 0.00000000 1 1 1
490 0.50000000 0 1.00000000 1 1 1
491 1.00000000 0 0.50000000 1 1 1
492 1.00000000 0 1.00000000 1 1 1
493 0.50000000 0 0.00000000 1 1 1
494 1.00000000 0 0.00000000 1 1 1
495 0.00000000 0 1.00000000 1 1 1
496 0.00000000 0 0.00000000 1 1 1
497 0.00000000 0 0.00000000 1 1 1
498 0.66666669 1 0.00000000 1 1 1
499 0.28571430 1 0.00000000 1 1 1
500 0.40000001 1 0.28571430 1 1 1
501 0.00000000 1 0.40000001 1 1 1
502 0.00000000 1 0.00000000 1 1 1
503 1.00000000 1 0.00000000 1 1 1
504 0.00000000 1 0.00000000 1 1 1
505 0.00000000 0 0.00000000 1 1 1
506 0.00000000 0 0.00000000 1 1 1
507 0.28947368 0 0.00000000 1 1 1
508 0.37288135 0 0.28947368 1 1 1
509 0.62790698 0 0.37288135 1 1 1
510 0.10000000 0 0.61240309 1 1 1
511 0.54545456 0 0.14285715 1 1 1
512 0.53225809 0 0.52272725 1 1 1
513 0.50000000 0 0.51612902 1 1 1
514 0.43564355 0 0.43478259 1 1 1
515 0.43859649 0 0.34653464 1 1 1
516 0.69999999 0 0.29824561 1 1 1
517 0.36666667 0 0.64999998 1 1 1
518 0.48387095 0 0.33333334 1 1 1
519 0.50000000 0 0.41935483 1 1 1
520 1.00000000 1 0.00000000 1 1 1
521 0.00000000 0 0.00000000 1 1 1
522 1.00000000 0 0.00000000 1 1 1
523 0.00000000 0 1.00000000 1 1 1
524 0.66666669 0 0.00000000 1 1 1
525 0.50000000 0 0.66666669 1 1 1
526 0.80000001 0 0.50000000 1 1 1
527 0.00000000 0 0.00000000 1 1 1
528 0.00000000 0 0.00000000 1 1 1
529 1.00000000 0 0.00000000 1 1 1
530 0.00000000 0 1.00000000 1 1 1
531 0.00000000 0 0.00000000 1 1 1
532 0.00000000 0 0.00000000 1 1 1
533 0.00000000 0 0.00000000 1 1 1
534 0.00000000 0 0.00000000 1 1 1
535 0.00000000 0 0.00000000 1 1 1
536 0.80000001 0 0.00000000 1 1 1
537 0.80000001 0 0.00000000 1 1 1
538 1.00000000 0 0.80000001 1 1 1
539 0.50000000 0 1.00000000 1 1 1
540 1.00000000 1 0.00000000 1 1 1
541 0.33333334 1 0.00000000 1 1 1
542 0.00000000 1 0.33333334 1 1 1
543 1.00000000 1 0.00000000 1 1 1
544 0.66666669 0 0.00000000 1 1 1
545 0.36363637 0 0.66666669 1 1 1
546 0.50000000 0 0.36363637 1 1 1
547 0.55555558 0 0.50000000 1 1 1
548 0.47826087 0 0.33333334 1 1 1
549 0.45454547 0 0.50000000 1 1 1
550 0.42857143 0 0.36363637 1 1 1
551 0.60000002 0 0.38095239 1 1 1
552 0.00000000 0 0.57499999 1 1 1
553 1.00000000 1 0.00000000 1 1 1
554 0.00000000 1 0.00000000 1 1 1
555 0.50000000 1 0.00000000 1 1 1
556 0.42307693 0 0.00000000 1 1 1
557 0.73684210 0 0.42307693 1 1 1
558 0.75000000 0 0.73684210 1 1 1
559 0.66666669 0 0.75000000 1 1 1
560 0.50000000 0 0.66666669 1 1 1
561 1.00000000 0 0.50000000 1 1 1
562 0.50000000 0 1.00000000 1 1 1
563 0.00000000 0 0.00000000 1 1 1
564 0.00000000 0 0.00000000 1 1 1
565 0.00000000 0 0.00000000 1 1 1
566 0.00000000 0 0.00000000 1 1 1
567 0.00000000 0 0.00000000 1 1 1
568 0.33333334 0 0.00000000 1 1 1
569 0.00000000 0 0.00000000 1 1 1
570 0.00000000 0 0.00000000 1 1 1
571 1.00000000 0 0.00000000 1 1 1
572 1.00000000 0 0.00000000 1 1 1
573 1.00000000 0 1.00000000 1 1 1
574 0.75000000 0 1.00000000 1 1 1
575 0.00000000 0 0.00000000 1 1 1
576 0.00000000 0 0.00000000 1 1 1
577 1.00000000 0 0.00000000 1 1 1
578 0.00000000 0 0.00000000 1 1 1
579 0.00000000 0 0.00000000 1 1 1
580 0.00000000 0 0.00000000 1 1 1
581 0.50000000 0 0.00000000 1 1 1
582 0.55555558 0 0.50000000 1 1 1
583 0.50000000 0 0.55555558 1 1 1
584 0.39534885 0 0.49090910 1 1 1
585 0.44339624 0 0.39534885 1 1 1
586 0.29577464 0 0.43396226 1 1 1
587 0.32317072 0 0.29577464 1 1 1
588 0.70370370 0 0.00000000 1 1 1
589 1.00000000 1 0.00000000 0 0 0
590 0.00000000 1 0.00000000 0 0 0
591 1.00000000 1 0.00000000 0 0 0
592 0.00000000 0 0.00000000 1 1 1
593 0.00000000 0 0.00000000 1 1 1
594 1.00000000 0 0.00000000 1 1 1
595 0.00000000 0 0.00000000 1 1 1
596 1.00000000 0 0.00000000 1 1 1
597 0.66666669 0 0.00000000 1 1 1
598 0.00000000 0 0.66666669 1 1 1
599 0.50000000 0 0.00000000 1 1 1
600 0.00000000 0 0.50000000 1 1 1
601 0.00000000 0 0.00000000 1 1 1
602 1.00000000 0 0.00000000 0 0 0
603 1.00000000 0 1.00000000 0 0 0
604 1.00000000 0 0.00000000 1 1 1
605 1.00000000 0 0.00000000 0 0 0
606 1.00000000 0 1.00000000 0 0 0
607 0.66666669 0 0.00000000 1 1 1
608 0.00000000 1 0.00000000 1 1 1
609 0.00000000 1 0.00000000 1 1 1
610 0.00000000 1 0.00000000 1 1 1
611 0.33333334 1 0.00000000 1 1 1
612 0.80000001 1 0.33333334 1 1 1
613 0.00000000 1 0.80000001 1 1 1
614 0.50000000 1 0.00000000 1 1 1
615 0.37500000 1 0.50000000 1 1 1
616 0.76923078 1 0.37500000 1 1 1
617 0.60869563 1 0.69230771 1 1 1
618 0.60000002 1 0.39130434 1 1 1
619 0.71428573 1 0.40000001 1 1 1
620 0.00000000 1 0.00000000 1 1 1
621 0.75000000 0 0.00000000 1 1 1
622 1.00000000 0 0.75000000 1 1 1
623 0.50000000 0 0.00000000 1 1 1
624 0.00000000 0 0.50000000 1 1 1
625 0.33333334 0 0.00000000 1 1 1
626 0.32499999 0 0.00000000 1 1 1
627 0.34375000 0 0.32499999 1 1 1
628 0.38461539 0 0.36363637 1 1 1
629 0.50000000 0 0.38461539 1 1 1spss_dat <- rio::import("data/files/journalism.sav")
rio::export(spss_dat, "data/files/journalism2.sav")
spss_dat COUNTRY C9 C10 C11 AUTONOMY C12A C12B C12C
1 1 3.738983 3.738983 4.214286 3.738983 4.310580 4.573379 3.941781
2 2 3.939058 4.019337 3.182336 3.979282 3.422096 4.475000 4.078212
3 3 3.940100 4.046512 3.530680 3.994186 4.071429 4.621667 3.470882
4 4 3.909988 4.203956 3.425373 4.055828 4.408867 4.634449 4.437346
5 5 3.774194 3.861272 2.768997 3.815186 3.311475 4.131498 4.136778
6 6 3.756803 3.923599 3.714530 3.841525 4.337884 4.594915 3.847079
7 7 3.712644 3.318182 3.393258 3.511364 3.930233 4.157303 4.044944
8 8 3.664865 3.756757 4.204301 3.709677 3.863095 4.801075 4.548387
9 9 3.509383 3.589333 3.142466 3.550667 4.125000 4.566489 3.848404
10 10 4.155894 4.281369 3.958175 4.218631 4.460076 4.847909 4.399240
11 12 4.014286 4.138329 3.240356 4.078571 4.119883 4.820513 4.103746
12 13 3.739669 3.771134 3.341772 3.754639 3.521834 4.514706 4.398305
13 14 2.980061 3.203077 2.743472 3.090491 3.698587 4.102804 3.842188
14 15 4.225455 4.141818 3.569369 4.184783 3.189591 4.663620 4.558011
15 16 4.097727 4.200000 3.626692 4.147523 4.388385 4.746835 4.478261
16 17 4.215686 4.269608 4.161765 4.242647 4.206186 4.843137 4.676471
17 18 3.902439 3.993080 3.279310 3.951890 4.532872 4.913495 3.843206
18 19 3.764359 3.931111 NA 3.846465 3.795522 4.512268 3.985130
19 20 3.863388 3.855586 3.591160 3.859673 3.185294 4.479452 4.349862
20 21 3.322500 3.427500 3.138191 3.375000 4.648241 4.356784 4.173367
21 22 3.625000 3.641129 3.619433 3.634538 3.326271 4.604000 3.812500
22 23 4.154982 4.395604 4.065934 4.271898 4.445255 4.700730 4.058394
23 24 3.412607 3.465318 3.416910 3.436963 3.513043 3.839080 4.250000
24 26 3.832418 3.934066 3.852459 3.883562 4.513661 4.546448 4.295082
25 27 3.709251 3.780702 3.440909 3.741228 4.188341 4.726872 4.090909
26 28 3.931669 4.197889 3.388527 4.061761 4.271077 4.590850 4.305990
27 29 3.923077 3.995098 3.605459 3.959658 3.916456 4.745721 4.173267
28 30 3.073753 3.206074 2.331897 3.139009 3.567391 3.991398 3.803419
29 31 3.664908 3.692513 3.311170 3.675462 4.379221 4.496124 4.096104
30 32 4.167568 4.231183 2.913043 4.197861 4.085227 4.755435 4.469945
31 33 3.896750 3.933078 3.884393 3.918251 4.035928 4.434363 4.306163
32 34 3.461774 3.518911 3.564615 3.492436 3.699045 4.507576 3.928244
33 35 3.700658 3.854785 3.369637 3.777961 4.049669 4.631229 3.713333
34 36 4.182353 4.454277 3.000000 4.317647 3.355422 4.643068 4.156627
35 37 3.494949 3.712121 2.930946 3.603535 4.467172 4.604061 4.134518
36 38 3.552561 3.634278 NA 3.593414 3.372813 3.814516 4.218035
37 39 3.707101 3.696165 3.816568 3.694118 3.574194 4.461310 4.077844
38 40 3.906404 4.000000 4.193069 3.953883 4.671717 4.831683 4.502488
39 41 4.191176 4.402941 4.079646 4.297059 4.627976 4.752941 4.188791
40 42 3.824176 3.826816 4.172222 3.818681 3.966887 4.742857 4.505814
41 43 3.436975 3.450000 3.335180 3.441828 3.890141 4.134986 3.925414
42 44 4.048257 4.090426 3.627660 4.070479 3.474667 4.691489 4.352785
43 45 3.995434 4.082192 3.579909 4.040909 4.295455 4.787330 4.194570
44 46 4.312261 4.363985 3.776000 4.338123 3.760234 4.523166 3.814313
45 47 3.992551 4.033582 3.558879 4.012987 3.945283 4.571429 3.832700
46 48 3.602219 3.848580 3.671340 3.723089 3.638710 4.260800 3.295567
47 49 3.250000 3.447471 2.984436 3.348249 4.233463 3.750973 3.902724
48 50 4.014451 4.026012 3.455072 4.020231 3.878613 4.489971 4.146552
49 52 3.985185 4.234568 3.160099 4.108374 4.417284 4.710723 4.216418
50 53 2.775000 2.829268 2.720430 2.751843 3.484594 3.512329 3.185792
51 54 4.068249 4.094118 3.562130 4.080882 4.450000 4.795252 4.233728
52 55 3.720513 3.815385 3.228205 3.767949 3.805128 4.220513 3.825641
53 56 3.799007 3.942928 3.502500 3.872525 3.785166 4.792593 4.527228
54 57 3.689498 3.805430 4.208333 3.754505 3.885000 4.592593 4.425234
55 58 3.648936 3.557895 3.157895 3.605263 3.159574 3.210526 3.138298
56 59 3.788043 3.845946 3.417344 3.816216 3.780822 4.619946 3.972752
57 60 3.389205 3.267045 2.656250 3.328125 3.801136 4.551136 4.329545
58 61 3.961440 4.094872 3.298969 4.025641 3.915385 4.789744 4.383033
59 62 3.750916 3.676471 2.959559 3.712454 4.722628 4.558824 4.558824
60 63 3.993808 4.066023 3.711628 4.019350 4.406838 4.594915 4.047700
61 64 3.880088 4.063806 3.263274 3.971947 4.262115 4.525910 4.208609
62 66 2.444853 2.430147 2.430147 2.437500 3.143382 4.250000 2.628676
63 67 3.768194 3.797844 3.770492 3.783602 4.260163 4.369272 4.228495
64 68 3.957895 3.924731 3.357895 3.947368 4.659574 4.787234 4.308511
65 69 3.677130 3.230088 2.770925 3.435065 3.453659 4.036530 3.824885
66 71 3.899135 4.043228 3.357759 3.970588 4.110951 4.592539 3.806967
67 72 4.240196 4.337408 4.200483 4.289731 4.092010 4.822816 3.793187
C12D C12E C12F C12G C12H C12J C12K C12L
1 3.020478 2.741379 2.279310 4.017065 3.882353 3.666667 3.846416 2.206897
2 3.960000 3.686957 3.375723 3.460674 3.832861 1.977208 3.347578 1.942693
3 3.556291 3.426910 2.313953 2.627288 3.025000 1.955000 2.620805 1.585977
4 3.184655 3.034929 2.219321 2.590269 2.955471 2.464096 2.333333 1.274301
5 3.844237 3.518987 3.043919 3.685897 4.160991 2.543726 4.186709 2.935593
6 3.376991 3.253940 2.761141 2.479789 2.585237 1.447842 2.376838 1.500000
7 3.865169 3.777778 3.404494 3.352273 3.444444 3.044444 3.213483 2.909091
8 4.129730 4.166667 3.073034 3.358696 4.076087 2.623529 4.538462 2.398907
9 3.561170 3.101333 2.654255 3.220745 3.837766 1.768617 3.563830 1.627660
10 3.631179 3.465385 2.695817 3.717557 3.996198 3.007663 4.232824 1.469466
11 3.845029 3.721264 2.513353 2.814925 2.907781 2.039157 2.297386 1.263158
12 3.867713 3.723451 3.361364 3.929185 3.799127 2.052752 3.698901 2.009091
13 3.135008 3.186813 2.771654 3.580343 3.315542 2.437202 3.901408 3.400621
14 4.194444 3.862454 3.819030 4.083333 4.395948 2.468519 4.139147 2.397412
15 4.510909 4.500000 3.465517 3.904236 4.078899 2.343570 4.011111 1.849162
16 3.669951 3.427861 2.759563 3.289340 4.137255 2.646154 4.256158 2.171875
17 3.442105 3.141869 2.909722 2.632509 2.706093 1.541818 2.653571 1.508897
18 4.179583 4.034354 2.931988 2.652954 2.689422 3.245127 2.754703 1.234421
19 4.008403 3.497175 3.574648 3.662050 4.041322 2.231214 4.162011 2.838068
20 4.045226 3.557789 3.600503 4.190955 4.173804 3.572864 4.040201 2.603015
21 4.280000 3.778226 3.910931 4.064257 4.257143 2.197479 4.236000 2.440816
22 3.427007 3.364964 3.153846 3.602190 3.527473 2.450185 3.415441 1.547794
23 3.249267 3.531792 3.153392 3.167647 4.132948 2.266026 4.382609 3.302671
24 3.726027 3.546703 2.373938 3.116343 2.975207 2.077810 2.941504 1.247253
25 3.642534 3.409910 2.439252 2.274038 2.509709 1.354497 2.430052 1.210784
26 2.793566 2.804813 2.095430 2.684840 2.771812 2.271989 2.144986 1.246964
27 3.820197 3.611386 2.393484 2.869347 3.906173 2.236776 3.520000 1.684211
28 4.086022 4.036325 2.988987 3.241379 3.165217 2.340000 2.311111 1.745098
29 3.120643 3.029333 2.609290 3.345109 3.451872 2.421053 3.486631 2.084746
30 3.196721 3.241758 1.389535 1.685714 2.126506 1.781818 2.426752 1.123596
31 3.782779 3.430020 2.941650 3.669960 4.027723 2.942974 4.224652 2.822581
32 3.596923 3.396923 2.842022 3.301538 4.030628 2.673879 3.958009 3.150307
33 3.657807 3.440000 2.534653 2.801347 3.076923 2.309764 2.687075 1.493333
34 3.659574 3.471642 3.336310 4.235821 4.272189 3.220859 3.504478 1.699700
35 3.278772 3.285347 2.540682 2.520725 3.275510 1.518229 1.322078 1.367876
36 4.467026 3.817204 3.727882 3.332886 3.061911 2.235849 3.415094 1.601342
37 3.516517 3.471125 3.300000 3.809668 4.077612 2.757576 3.794562 2.654434
38 3.746193 3.359375 2.924731 4.036458 4.051282 4.090000 4.010050 2.705263
39 3.370149 2.945619 2.678899 3.769461 3.877976 1.838188 3.774390 1.451613
40 4.129412 4.100592 3.779141 4.072289 4.301775 2.980892 4.372781 2.950000
41 3.548023 3.458689 2.988439 3.569061 3.666667 3.266289 3.835196 3.248571
42 4.334225 3.719251 3.896000 4.208000 4.501326 2.402703 4.290667 2.307278
43 3.520362 3.036199 2.861751 3.486239 4.036697 2.724299 3.894009 1.679070
44 2.716535 2.855750 2.412698 2.704950 2.663968 3.263158 2.158317 1.535211
45 3.685221 3.604207 2.422925 2.798058 3.069098 2.078947 2.629482 1.460039
46 2.961603 2.858333 2.953255 2.812183 2.957770 2.558923 2.630137 1.560477
47 3.299611 3.431907 3.190661 3.747082 4.031128 2.540856 4.035019 3.350195
48 4.181556 3.991329 3.293103 3.804035 4.302594 2.773639 4.014409 2.371758
49 4.141791 4.056650 2.861728 2.817955 3.347395 NA 3.523573 1.642680
50 2.577778 2.612903 2.931818 3.656000 3.643979 1.958730 3.582011 3.343008
51 3.401786 3.095238 2.748503 3.302671 4.080119 2.201201 4.014881 1.633136
52 2.964103 2.833333 2.433333 3.423077 3.869231 2.335897 3.593830 2.005128
53 3.927861 3.871859 3.140306 4.100251 4.131514 2.890306 4.177945 2.000000
54 4.165138 3.497630 3.492823 3.867647 4.516129 2.644670 4.561644 2.770335
55 3.303371 3.129032 3.091954 3.130435 3.172043 2.919540 3.202128 3.080460
56 3.620219 3.632153 2.244186 3.274788 3.615804 2.047198 3.464088 1.767442
57 4.342857 4.369628 3.745714 3.019943 3.698006 2.709402 3.390313 1.994286
58 4.168831 4.142487 3.134367 3.501292 3.899225 2.448819 3.600000 1.852332
59 4.392593 4.369963 3.579336 4.643123 4.722628 3.124542 4.792727 2.832727
60 4.352641 4.197615 2.495528 2.617857 2.980565 2.784965 2.104015 1.366372
61 3.251378 3.068357 2.590255 2.519016 2.595078 2.556425 2.263158 1.289532
62 4.283088 2.720588 4.257353 4.275735 4.367647 1.981618 4.444853 2.213235
63 4.048649 3.900000 3.777778 3.736986 4.024523 3.742210 4.121294 3.677778
64 4.139785 3.612903 3.739130 4.074468 4.193548 3.000000 3.411111 2.086022
65 3.367150 2.871429 2.630542 3.849765 3.230366 1.726257 4.076923 4.137931
66 3.261128 3.612335 2.288490 2.719298 2.765579 1.928896 2.443439 1.432268
67 4.325183 3.890244 2.088452 2.396552 2.720874 2.302211 2.325269 1.506112
C12M C12O C12P C12R C12S C12T C12U C12W
1 2.062284 3.243986 4.136519 3.501706 3.328767 2.136986 4.058219 3.979522
2 2.511628 2.827195 3.161560 2.907563 3.760563 3.278873 3.955556 3.451253
3 1.554077 3.519868 3.697020 3.023140 3.593333 2.447934 3.941860 4.290216
4 1.335989 3.366995 3.732515 3.702337 3.671717 3.323194 3.421777 3.546366
5 2.763441 3.162338 4.157407 3.451923 3.738854 3.087413 4.205521 4.192073
6 1.486583 2.784615 2.897436 2.962069 3.431065 2.520211 3.518836 3.710993
7 2.955556 3.300000 3.655556 3.766667 4.100000 3.777778 4.233333 4.078652
8 3.213115 3.728261 4.038043 3.951351 4.240437 3.810811 4.510870 4.704301
9 2.034574 2.694149 3.359043 3.090426 3.702128 3.194149 4.079787 3.287234
10 1.603846 3.091954 3.505703 3.429658 3.794677 2.973180 4.456274 4.498099
11 1.244118 2.543103 2.778736 2.616279 3.902017 2.933333 3.879056 4.617143
12 2.569507 3.298475 3.594421 3.440789 3.677852 2.917431 3.960440 4.043384
13 3.535826 3.170347 3.703588 3.765258 3.352025 3.045383 3.663551 NA
14 3.026071 3.905556 3.862132 3.593750 4.047970 3.663586 4.261029 4.393773
15 1.880228 2.570902 3.016423 3.396364 4.266788 4.000000 4.421338 NA
16 1.942708 2.187192 2.705882 2.627451 3.108374 2.691176 3.877451 NA
17 1.347670 2.958042 3.087719 2.929078 3.172535 2.318182 3.825784 3.494737
18 1.112018 2.288148 2.195556 2.920295 4.422337 2.942921 3.477843 3.261869
19 3.201705 2.866667 3.865169 3.924791 3.816156 3.666667 4.235457 4.269444
20 2.608040 3.108040 3.836272 3.896985 4.271357 4.206030 4.288945 NA
21 3.036735 3.097166 3.754032 3.622490 4.056452 3.578947 4.297189 4.316000
22 1.767528 3.220588 4.234432 3.545788 3.289377 2.934066 4.058608 4.247191
23 3.514706 3.977077 4.252149 4.234957 4.034483 3.846377 4.144092 4.318966
24 1.201681 2.989011 3.341530 3.221311 3.608815 2.569863 3.844262 3.457534
25 1.261084 2.259091 2.672646 2.959459 3.877828 3.061033 4.018018 NA
26 1.271255 3.507812 4.003916 3.818774 3.359211 3.102497 3.269634 3.597113
27 1.426768 2.567500 2.771930 3.278061 3.975062 3.139303 4.407960 3.420398
28 1.897380 2.459052 3.144086 3.258547 3.441810 2.980435 3.818182 NA
29 2.202857 3.788512 3.744125 3.584856 3.240642 2.853659 3.585106 3.804533
30 1.084270 3.217391 3.171271 2.645349 3.120000 1.994048 3.802260 4.311475
31 3.008032 3.428858 3.939096 3.631474 3.766932 3.417323 4.282651 4.327381
32 3.264840 3.586364 3.959091 3.481651 3.811263 3.592366 4.116490 4.357686
33 1.382550 3.096990 3.368771 2.761589 3.417508 2.488294 3.701342 3.933333
34 1.620795 2.825444 3.571429 3.630952 3.728916 2.740964 3.898204 3.115385
35 1.323834 2.652956 3.094388 2.734694 3.149100 2.718346 3.822622 NA
36 1.694892 3.014805 3.263795 3.249326 4.270525 3.465054 2.827957 NA
37 3.250765 3.478916 3.781155 3.830357 3.734568 3.387387 4.231231 4.500000
38 2.200000 3.264249 3.803030 3.758794 3.463542 2.884817 4.150754 4.145729
39 1.796053 2.854985 3.529940 3.097264 3.456193 3.285285 4.028470 4.097059
40 3.500000 3.886228 4.276471 3.945455 4.289941 4.017964 4.540230 4.476744
41 3.474860 3.466667 3.883657 3.742382 3.750693 3.170391 3.947514 4.198324
42 3.069892 3.288000 4.085106 3.710106 4.365333 3.712000 4.500000 4.047872
43 2.103286 3.022831 3.766055 3.037037 3.592593 2.967742 4.004587 4.100000
44 1.617530 3.344961 2.848837 3.906977 2.822835 2.611002 3.631274 3.214844
45 1.373016 3.116981 3.271347 2.697318 3.535104 2.718147 3.956274 NA
46 1.313993 2.872381 2.962295 2.690397 3.103506 2.773109 3.662829 4.107372
47 3.319066 3.575875 3.929961 3.762646 3.587549 3.163424 3.673152 NA
48 2.843931 2.913793 3.488506 3.378223 4.166667 3.839542 4.220630 4.616046
49 1.365672 2.437811 2.771712 2.982630 3.713580 2.912718 4.009852 3.435961
50 3.346667 3.325513 3.376771 3.226891 2.775076 2.782353 2.896254 NA
51 1.958457 3.318452 3.805970 3.218289 3.423077 2.781065 4.061947 4.269231
52 2.033333 2.741026 3.941026 3.835897 3.184615 3.100000 3.725641 4.112821
53 1.906329 3.094763 3.468983 3.694236 3.786432 3.057500 4.274314 4.466501
54 3.252381 3.595238 4.009346 4.069124 4.140845 3.586854 4.583333 4.612903
55 3.144444 3.064516 3.157895 3.053191 3.200000 3.056180 3.354839 3.170213
56 1.953353 3.267030 3.676550 3.486413 3.632597 2.681564 4.280323 4.423181
57 2.148148 2.173295 2.909091 3.107955 3.675214 3.544160 3.646724 2.778409
58 2.154450 3.131443 2.953728 3.116279 3.968992 3.712082 4.462725 3.350649
59 2.921053 3.714815 4.521898 4.511029 4.494545 4.072727 4.587591 NA
60 1.033217 2.544041 2.000000 3.232082 4.228041 2.915517 4.411864 NA
61 1.498886 3.126513 3.343234 3.196468 3.792723 3.235619 3.544150 3.113459
62 1.992647 2.871324 4.584559 2.955882 4.301471 4.110294 4.386029 4.371324
63 3.625683 3.762032 4.018717 3.924731 3.956757 3.887978 4.250000 NA
64 1.849462 2.677419 3.648936 3.021505 3.957447 2.913978 4.297872 3.297872
65 4.241706 3.477064 4.108108 3.916279 3.417910 2.974093 3.763285 4.333333
66 1.369466 3.364162 3.300000 2.572700 2.831361 2.200603 3.434402 4.102305
67 1.491484 2.873479 3.519512 2.841849 4.407767 3.291971 4.214112 4.552058
C12X C12Z ROLE_MO ROLE_IN ROLE_CO ROLE_AC C13A C13B
1 3.400685 4.068259 2.805745 3.509386 2.143345 3.628555 4.430508 3.469388
2 3.460894 4.167131 3.655817 3.509003 2.218571 2.976852 4.384401 2.756983
3 4.077815 3.689256 3.253581 2.648563 1.573675 3.410468 4.669421 2.978441
4 3.781638 3.797767 3.311201 2.542547 1.305812 3.600163 4.642857 3.030075
5 3.939683 4.411765 3.577133 3.794279 2.870915 3.599800 4.662722 3.242424
6 3.856890 3.591549 3.145833 2.566837 1.496473 2.879457 4.390492 3.288165
7 3.555556 3.677778 3.876852 3.362963 2.933333 3.574074 4.722222 4.139535
8 4.302703 4.540541 4.087814 3.762993 2.806452 3.904122 4.795699 3.227027
9 3.218085 4.252660 3.390736 3.319149 1.831117 3.047872 4.396277 2.760638
10 4.140684 4.349810 3.467997 3.659379 1.541825 3.345374 NA 2.144487
11 4.312139 3.715517 3.589506 2.655777 1.255780 2.643400 4.507163 3.148997
12 3.831140 4.006637 3.557415 3.722163 2.310573 3.450175 4.493750 2.731656
13 NA NA 3.183979 3.396060 3.468217 3.547619 4.512346 2.821429
14 4.222426 4.487132 3.938459 4.108364 2.714022 3.786935 4.521661 2.604356
15 NA NA 4.313725 3.870018 1.866853 3.004456 4.690090 2.570384
16 NA 3.955665 3.225082 3.656046 2.038071 2.504902 4.544118 2.752475
17 2.722628 3.839858 3.014994 2.732411 1.425795 2.993612 4.331034 3.372822
18 NA NA 3.893706 2.761330 1.173673 2.470444 3.975000 3.019188
19 3.994444 4.278552 3.755295 3.870446 3.021067 3.565197 4.789757 2.925824
20 NA NA 4.020101 4.001047 2.605528 3.613065 4.557500 2.849246
21 3.912000 4.244000 3.923333 4.109333 2.744939 3.489333 4.708000 3.192771
22 3.798479 4.116541 3.256995 3.425487 1.661172 3.669708 4.485401 3.229927
23 4.094286 4.408571 3.670487 3.719914 3.412791 4.156667 3.110145 3.265306
24 4.087912 3.892562 3.362100 2.857991 1.227397 3.185792 4.650273 2.602740
25 NA NA 3.495556 2.439291 1.233010 2.630952 4.460177 3.111111
26 3.558630 3.797386 3.025272 2.440927 1.258760 3.773454 4.598435 3.148880
27 NA 4.074257 3.635545 3.181204 1.568069 2.883170 4.531250 2.687166
28 NA NA 3.636396 2.934829 1.827586 2.952026 4.324094 3.298283
29 3.954930 4.047887 3.052951 3.238438 2.146067 3.700601 4.296588 3.294737
30 NA 3.482143 2.901268 1.900273 1.105556 3.022523 4.350000 2.421348
31 4.075547 4.156627 3.595284 3.713581 2.911306 3.661850 4.100580 3.639692
32 NA 4.304700 3.596823 3.531266 3.210725 3.676234 4.771558 2.671733
33 3.782609 3.415282 3.255776 2.779605 1.440199 3.076159 4.366667 3.281457
34 3.431138 4.029762 3.403522 3.832350 1.653731 3.344608 4.288288 3.092814
35 NA NA 3.116922 2.429389 1.350129 2.838409 4.616162 2.573232
36 NA NA 4.005027 3.384048 1.647453 3.175839 4.206199 3.435135
37 4.089286 4.283582 3.520896 3.752728 2.942771 3.695351 4.694118 3.558824
38 3.865672 4.505000 3.389706 3.777778 2.469072 3.629085 4.757426 3.217172
39 3.817647 3.613772 3.271386 3.534866 1.630915 3.138643 4.655589 2.978528
40 4.052023 4.283237 4.130747 4.127395 3.201754 4.021073 4.698864 3.000000
41 3.991573 4.163380 3.484160 3.526027 3.364903 3.701465 4.403846 3.715084
42 4.066489 4.549072 4.031028 4.221264 2.689840 3.697171 4.731383 3.363636
43 3.368182 4.109589 3.277526 3.576923 1.891705 3.275758 4.479638 3.348416
44 3.882466 2.765657 2.754183 2.493069 1.583170 3.366858 4.296875 3.605825
45 NA NA 3.392120 2.737264 1.416667 3.030530 4.642322 3.243396
46 NA NA 2.932770 2.852657 1.440536 2.840546 4.683043 3.169628
47 NA NA 3.370623 3.750973 3.334630 3.756161 4.190661 3.614786
48 NA 4.223496 4.044651 3.852436 2.605187 3.259790 4.601156 3.344928
49 3.875931 4.115764 3.710074 3.138752 1.512315 2.734811 4.600496 2.583127
50 NA NA 2.617406 3.434889 3.334197 3.258706 3.919075 2.805930
51 3.646018 4.117994 3.178431 3.532108 1.792035 3.444608 4.502941 3.106195
52 3.828205 3.761538 3.020513 3.329060 2.019231 3.505983 3.948718 3.487179
53 3.960396 4.555831 3.654762 3.895115 1.961250 3.418519 4.669951 2.622500
54 4.115741 4.388889 3.843093 4.116893 3.013699 3.892157 4.804545 3.525581
55 3.117021 3.152174 3.191228 3.152632 3.127778 3.082456 3.063158 3.138298
56 3.983696 4.051351 3.375337 3.174978 1.869382 3.475292 4.544474 2.771978
57 3.392045 3.772727 3.978395 3.462013 2.072650 2.730114 4.357746 2.378531
58 4.238961 4.518135 3.995716 3.534402 2.003886 3.066667 4.392308 2.582474
59 NA NA 4.321860 4.433877 2.858696 4.246981 4.789091 4.168498
60 NA 4.062818 3.929195 2.556456 1.202238 2.595883 4.582770 3.302721
61 3.482911 3.451327 3.338932 2.501194 1.393333 3.222589 4.495595 3.237251
62 3.261029 4.558824 3.853860 4.336397 2.102941 3.470588 4.191176 3.177686
63 NA NA 3.949866 3.912656 3.647297 3.902852 4.756032 3.954301
64 3.336957 3.978495 3.659574 3.864362 1.978723 3.117544 4.404255 2.903226
65 3.791667 4.373874 3.133929 3.463289 4.196759 3.823144 4.746725 3.722727
66 3.778426 3.220264 2.987476 2.567409 1.407519 3.082854 4.563401 3.487663
67 NA 3.426471 3.971953 2.383495 1.507282 3.073850 4.659420 2.673123
C13C C13D C15A C15B C15C C15D C15E C15F
1 2.888136 3.006826 3.384083 2.537415 3.224490 3.006920 2.971429 3.388316
2 2.544693 2.269663 3.980282 3.016807 3.501458 3.356707 3.342857 3.605187
3 2.230132 2.494966 3.350993 2.980100 3.727273 2.637324 2.037594 3.790620
4 2.305486 1.954545 3.608861 2.641677 2.915297 2.179355 2.038770 3.090206
5 2.981651 2.382911 3.551084 2.580745 3.427653 3.203333 3.161290 3.819355
6 2.320205 2.726957 3.190068 2.939966 3.235915 2.330341 1.913919 3.451724
7 3.352273 3.425287 4.034091 3.688889 3.922222 3.590909 3.348837 3.577778
8 2.225806 2.772973 3.369048 2.783133 3.916201 3.752809 3.471591 4.422222
9 2.207447 2.308511 3.251445 2.972527 3.464865 3.352617 3.337110 3.653117
10 2.429658 2.733840 4.590038 3.058824 3.426829 3.354167 3.154867 3.814229
11 2.160458 2.698795 3.218023 2.834337 3.353623 2.657407 1.774834 3.185185
12 2.338235 2.411890 3.578366 2.969163 3.793407 3.370288 3.164045 3.718404
13 2.309006 2.554348 3.682390 2.932707 3.669231 3.701700 3.184834 3.635385
14 2.752708 2.023508 3.453382 2.968978 3.776753 3.609982 3.609982 3.801835
15 2.597070 2.090074 3.876364 2.638532 3.144689 2.778189 2.815985 3.429358
16 2.054726 2.689655 3.887255 2.500000 3.920398 4.014778 3.925743 3.736318
17 2.609756 3.517483 4.024476 3.365854 3.602837 3.042857 2.610895 3.434783
18 2.467303 3.116998 3.466165 3.242377 3.469261 2.741204 2.030553 3.626240
19 3.046196 2.596154 3.915254 2.980609 3.632022 3.556497 3.552408 3.670360
20 3.297229 2.634761 4.022161 2.946927 3.485714 3.446475 3.389503 3.922280
21 2.799197 2.530120 3.600000 2.946502 4.060241 3.943320 3.987805 3.983806
22 2.274074 2.333333 3.956204 3.194139 3.265060 2.721569 2.168724 3.314607
23 2.585799 3.533923 3.402941 2.968116 3.835735 3.763006 3.710448 3.965616
24 2.400000 1.972603 3.377410 2.900000 3.434903 2.050147 1.831361 3.779614
25 2.545045 3.058559 3.000000 2.825893 2.891403 2.308411 2.009662 3.234513
26 2.075099 2.025099 3.722074 3.029451 3.267663 2.489768 2.141780 3.339779
27 2.332440 2.749319 4.103627 2.635171 3.168000 3.316354 3.123656 3.078378
28 3.012793 2.871332 3.242826 2.800866 3.504274 3.374459 2.995556 3.347639
29 2.476190 2.912698 4.094488 3.300261 3.674797 3.398352 3.200542 3.446866
30 2.418994 2.494253 3.546961 3.241573 3.250000 1.744318 1.540230 3.323529
31 2.986328 3.083495 3.305955 2.926931 3.654691 3.278008 3.495851 4.083665
32 2.237003 2.471669 3.586039 2.931034 3.347756 3.231884 3.243464 3.597064
33 2.639073 2.782178 3.454861 2.965278 3.557491 2.220588 2.260377 3.613014
34 2.312121 2.746988 4.107143 3.018927 3.424837 2.858268 2.405128 3.173010
35 1.863636 2.314721 3.598985 2.354756 2.799479 2.250660 2.340369 3.203608
36 2.771930 2.962162 3.623149 3.049664 3.433557 3.476510 2.867746 3.347709
37 2.790560 3.086154 3.711310 3.075301 3.943284 3.785075 3.649547 4.201183
38 2.533333 2.663158 3.115607 2.625000 3.090909 2.905263 2.843243 3.347368
39 2.898507 2.745455 4.017647 3.066066 3.257862 2.535826 2.117057 3.329268
40 2.538012 2.994048 3.952663 3.288235 4.071006 3.929412 3.896341 4.283237
41 3.243017 3.058333 3.584958 3.164773 3.638889 3.539106 3.583099 3.843575
42 3.002660 2.925333 3.454545 2.718310 3.728261 3.702186 3.722071 3.946092
43 2.392694 2.536364 3.619266 2.791855 3.350000 2.874419 2.762791 3.577273
44 2.992233 3.135189 3.381139 2.974304 3.192825 2.456522 2.165094 3.308977
45 2.630394 2.634100 3.533465 2.951807 3.428283 2.807771 2.214286 3.540275
46 2.860841 2.549593 3.431373 3.165441 3.280899 1.805118 1.601227 3.516484
47 3.723735 3.241245 3.312253 3.304348 3.435294 3.265625 3.720000 3.755906
48 3.002907 2.776812 3.741176 2.825959 3.638235 3.494118 3.263314 4.029412
49 1.975062 2.395522 3.824934 3.010811 3.405612 2.696594 2.451178 3.805000
50 3.037736 2.325967 2.395137 2.505952 2.713826 2.628788 2.491468 3.383686
51 2.272189 2.394118 3.955882 2.967647 3.185294 2.790560 2.598802 3.477745
52 2.666667 2.717949 3.901299 2.927083 3.593583 3.689008 3.522078 3.306701
53 2.413965 1.927500 3.994885 3.113695 3.424242 3.204663 3.107735 3.681013
54 2.986047 3.722222 3.478947 3.139175 4.018605 3.845411 3.850962 4.291667
55 2.712766 3.032258 3.010989 2.945652 3.053763 2.882353 2.862069 3.064516
56 2.362398 2.494536 3.512465 3.052778 3.846575 3.398876 2.891429 4.084469
57 2.326761 2.160563 3.971751 3.370056 3.940510 3.419263 3.220963 3.627841
58 2.141026 2.166667 3.643590 3.056701 3.753281 3.189974 3.096000 3.543081
59 4.377289 3.669118 4.598425 3.415323 3.743396 3.488462 3.443089 4.196296
60 2.932318 3.530508 3.363636 2.862520 3.488176 2.682353 2.117431 3.317817
61 2.173865 2.360310 3.505017 2.815402 2.930206 2.216445 1.861148 3.015012
62 3.193548 3.188235 4.147059 2.345588 3.738971 4.191176 4.191176 4.091912
63 3.895161 3.866848 3.762803 3.707775 3.908356 3.924731 3.991870 4.043243
64 2.376344 2.118280 2.531915 2.436170 2.623656 2.913978 2.888889 3.297872
65 3.084507 2.671362 3.400000 3.247788 3.678571 3.810811 3.937778 3.596330
66 2.740955 2.787791 3.605067 3.129851 3.439024 2.934579 2.511327 3.773862
67 1.927536 2.113300 3.388889 3.250608 3.721763 3.437340 2.637500 3.735149
C15G C15H C15J C15K C15L C15M C15N C16A
1 2.540541 2.418182 3.332155 3.522807 3.802721 4.233898 1.542222 2.284746
2 2.438806 2.456790 2.616099 3.318052 3.571023 4.193820 2.014925 2.578797
3 2.103321 2.129456 3.186242 3.959799 4.026534 4.344942 1.967797 2.066116
4 1.969935 2.102632 2.576774 3.526384 3.701135 3.870064 1.473333 2.093470
5 2.852941 2.303279 3.436860 3.332203 3.276527 4.305810 2.686207 2.000000
6 1.734177 1.815157 2.653097 3.316609 3.562069 4.025554 1.318267 2.147208
7 3.204545 3.176471 3.191011 3.356322 3.352273 3.488636 3.616279 3.577778
8 2.593750 2.616883 3.707602 4.266667 4.127907 4.607735 2.910714 2.140541
9 2.594855 2.684385 3.134111 3.543478 3.857909 4.151515 2.355212 2.417553
10 2.986364 2.887324 3.491935 3.758197 3.765182 4.424710 2.293532 2.605150
11 1.470588 1.537037 2.677116 3.709581 3.779710 4.530086 1.325806 1.911932
12 2.579775 2.656180 2.887133 3.364253 3.791574 4.325942 2.035714 2.194260
13 3.062208 3.038820 3.194099 3.544049 3.351938 3.875000 NA 2.512039
14 3.084404 2.953875 3.249541 2.657459 3.629151 4.187845 2.682657 2.316081
15 2.617375 2.689720 2.916512 3.705989 3.838768 4.278689 NA 2.766727
16 2.725490 2.745098 2.236453 3.542714 4.049020 4.070000 1.242574 1.384236
17 2.304183 2.157088 3.041045 3.909091 3.799308 4.416084 1.541045 2.868056
18 1.656642 2.241239 2.661983 3.599381 3.874813 3.949319 NA 1.891956
19 2.742029 2.952663 3.337143 3.257971 3.495822 4.467213 2.858006 2.677686
20 3.068657 3.069909 3.627660 4.213918 4.041344 4.474227 NA 2.459596
21 3.113445 3.158333 3.209402 3.582645 3.646586 4.360000 2.818182 2.323651
22 2.144487 2.200772 3.205224 3.844444 3.686131 4.281022 1.675889 2.384615
23 2.682390 2.801917 3.139881 3.651163 3.781977 3.617391 3.073171 2.420749
24 1.582317 2.039157 3.019608 3.873596 3.860656 4.338798 NA 2.461326
25 1.853081 1.961538 2.645455 3.271889 3.800000 4.214286 NA 2.285088
26 2.346535 2.428773 2.887534 3.553619 3.677207 4.050667 1.517630 2.005291
27 2.651475 2.314516 2.894879 3.502646 3.716535 4.154450 1.577128 2.020672
28 2.293269 2.237864 2.441527 3.099338 3.424893 3.531453 NA 2.317422
29 2.943243 3.008174 3.390374 3.584906 3.816754 4.015625 2.577640 2.843750
30 1.466292 1.748571 2.070175 3.877907 3.945355 3.819209 NA 2.644444
31 3.211297 3.079914 3.855950 3.940120 4.212598 4.228516 2.556322 2.330116
32 2.670549 2.681898 3.606013 3.682464 3.422777 4.084243 3.021739 2.742814
33 2.067164 1.980769 2.894737 3.839041 3.962199 4.161512 1.545833 2.199336
34 2.397476 1.883333 2.806854 3.432602 3.669670 4.429003 2.125000 2.138643
35 2.084211 2.167979 2.744186 3.111111 3.631043 4.193384 NA 2.030534
36 2.485868 2.321188 2.998649 3.130374 3.746289 3.769959 2.037838 2.449393
37 3.462006 3.375758 3.819820 4.068862 3.902367 4.129794 3.409639 2.729970
38 2.407186 1.916168 3.229412 2.855491 3.663212 4.397906 1.790541 2.178571
39 2.306667 2.137124 2.913043 3.537538 3.559172 3.626866 1.645485 2.226471
40 3.319018 3.037736 3.894410 4.226190 4.081395 4.502890 3.437500 2.874214
41 3.254958 3.298551 3.602857 3.761905 3.783333 3.969780 3.723529 3.104396
42 2.641243 2.903955 3.178161 3.122159 3.561308 4.539894 2.141566 2.185507
43 2.584475 2.837963 3.264840 3.615741 3.654545 4.167421 1.953488 2.350000
44 2.308163 2.232662 2.709459 3.396728 3.526627 3.313253 1.703863 2.207364
45 2.149573 2.210066 3.075547 3.713147 3.871595 4.165692 NA 2.434343
46 1.557940 1.956159 2.374257 2.867089 3.548094 3.923358 NA 2.200361
47 3.332016 3.000000 3.443580 3.980392 2.960938 3.544747 NA 2.666667
48 2.713864 2.654867 3.585799 4.058997 3.911765 4.467456 2.784024 2.284866
49 2.089888 2.362963 2.628834 3.725191 3.975000 4.600503 2.035714 2.248768
50 3.119863 3.081699 2.800000 3.348571 3.194842 2.874627 NA 2.895954
51 2.514970 2.818452 3.251497 3.834320 3.865672 4.251479 1.895833 2.451613
52 2.404762 2.551724 3.071618 2.994792 2.986945 3.167959 2.250000 2.500000
53 2.754190 2.836111 3.208000 3.465608 3.560914 4.386534 2.720930 2.414815
54 3.403141 2.988889 3.725888 4.144186 4.100000 4.435185 2.900552 2.229268
55 2.831461 2.795455 3.159091 2.988764 3.141304 3.387097 3.112360 2.806452
56 2.527859 2.586103 3.553073 4.123626 4.117486 4.570270 2.307463 2.233062
57 3.144886 3.036932 3.598870 3.963277 3.776836 3.813559 2.178470 2.889518
58 2.925620 2.836898 2.827586 3.600000 3.935733 4.392308 1.852632 2.079487
59 3.680000 3.386555 3.954373 4.329630 4.349624 4.661017 NA 2.337037
60 1.837891 2.366667 2.581395 3.554828 3.503077 3.783742 NA 2.193199
61 1.966033 2.116037 2.454002 3.470191 3.552455 3.677095 1.390999 2.304204
62 2.568889 2.502283 1.562249 4.194853 3.166052 3.805147 2.816176 2.253676
63 3.811765 3.785294 3.702479 3.862534 3.798387 4.147849 NA 3.822404
64 2.382979 2.311828 2.565217 2.852632 3.322581 3.462366 2.279570 2.442105
65 3.019802 3.174757 3.538813 3.760000 3.991189 4.017857 3.383260 2.821429
66 2.354575 2.425532 3.261261 3.637594 3.797965 4.097525 1.873874 2.270504
67 1.716749 1.856079 3.095823 3.847291 3.823245 4.589806 NA 2.212560
C16B C16C C16D C16E C16F C16G C16H C16J
1 2.077966 3.513605 3.418367 3.829932 3.945763 2.564626 2.133562 1.952055
2 2.740947 3.201133 2.839888 2.920000 3.885475 2.652819 2.448680 2.429825
3 2.370248 3.442053 3.114428 4.076412 3.941569 2.480929 2.300166 2.266998
4 2.056194 2.738520 2.457216 2.768519 3.422280 1.268260 1.366142 1.548177
5 2.150307 3.341463 3.209877 3.900929 3.472131 3.082508 2.067961 2.273312
6 2.348048 2.539116 2.503401 3.164360 3.644828 1.656140 1.473230 1.724138
7 3.617978 4.100000 3.755556 3.666667 4.200000 3.766667 3.494253 3.244444
8 2.655738 3.875000 3.420765 4.402174 4.456044 3.593407 3.195652 2.913043
9 2.643617 3.319149 3.119681 3.098667 3.898936 2.095745 2.058511 2.175532
10 2.110599 3.671875 2.772152 3.765690 4.105263 2.383085 2.090452 2.058824
11 2.217143 2.616046 2.573487 3.684366 3.682927 1.648387 1.745665 1.654179
12 2.349451 3.360440 3.079295 2.903803 3.716484 2.560000 2.138393 2.123874
13 2.658307 3.308642 3.100619 3.573416 3.601236 3.744222 3.337461 3.220657
14 2.520295 3.541436 3.087199 3.637037 3.813996 2.742593 2.523105 2.476015
15 2.674503 3.415162 2.786232 3.594545 3.978339 2.598148 2.113594 2.197393
16 1.843137 2.620690 2.544118 3.410891 4.019704 3.070000 1.750000 1.813725
17 2.429553 3.579310 2.903114 3.954704 4.377622 1.845878 1.571429 1.859649
18 1.926275 2.647736 2.428683 2.762055 2.959904 1.292602 1.879902 2.048007
19 2.743802 3.760218 3.110497 3.806723 4.071233 3.320334 2.983287 2.860724
20 2.606061 3.424242 3.232911 3.435443 3.613636 3.060606 2.704545 2.786802
21 2.467213 3.616000 2.959677 3.406639 4.008065 2.991667 2.903614 2.875502
22 2.208029 3.529197 2.868613 2.940520 4.113139 1.498127 1.783883 1.641026
23 2.268222 3.208824 3.299419 3.797688 3.928161 3.411765 3.625000 3.350000
24 2.281421 2.885246 2.896175 3.994521 3.080332 1.352941 2.240997 1.961219
25 2.415929 2.555556 2.683036 3.156250 3.538117 1.772512 1.477064 1.538813
26 2.202381 3.038411 2.686508 2.960274 3.753020 1.375000 1.241935 1.405369
27 2.103896 2.572917 2.638743 3.448819 3.953125 2.486559 1.902439 1.914439
28 2.540839 2.858079 2.868817 3.000000 3.131291 2.763797 2.320000 2.258352
29 2.591623 3.640625 2.981675 3.490765 3.843342 2.632275 2.008380 2.044693
30 2.071823 2.955801 3.050000 3.029240 4.150000 1.626437 1.605556 1.600000
31 2.542471 3.813230 3.732039 3.972495 4.017682 3.370809 2.798434 2.608696
32 2.762557 3.275229 3.099085 3.834609 3.727412 3.338438 2.428354 2.283969
33 2.485050 3.026667 2.950000 3.736667 3.883721 2.333333 2.156667 2.176667
34 2.342183 3.056213 2.713018 3.185410 3.700599 3.201807 1.808383 1.717262
35 2.159898 2.916244 2.785714 3.010390 3.609694 2.080940 1.513228 1.692708
36 2.541050 3.122476 3.448043 3.020353 3.309589 1.819539 1.924324 NA
37 3.141141 3.996970 3.811940 4.219880 4.201780 3.715569 2.906907 2.479042
38 2.077320 3.195876 3.078534 4.041237 3.765625 2.883598 2.331606 2.187500
39 2.135294 3.244118 2.492625 2.957958 3.814706 1.350148 1.403561 1.382789
40 3.252941 4.100000 3.982249 4.345029 4.202381 3.923077 3.160714 2.822086
41 3.230978 3.702997 3.645777 3.910082 3.945355 3.733516 3.539945 3.335180
42 2.375000 3.888000 2.910082 3.409836 3.973262 3.025424 2.512535 2.518106
43 2.416290 3.795455 3.063348 3.746606 4.203620 2.538813 1.918182 1.815668
44 2.391473 3.034816 2.494094 2.400000 2.686508 1.590909 1.736634 1.776680
45 2.480808 3.186275 2.885312 3.794059 3.827655 2.507795 2.080000 1.963830
46 2.164855 2.734657 2.627057 3.633212 3.666052 1.558541 1.837037 1.932234
47 2.709804 3.492188 3.417969 3.843750 3.746094 3.453125 3.476562 3.117188
48 2.526786 3.213650 3.247024 3.839286 4.131343 3.014837 2.569733 2.379822
49 2.334975 2.985185 2.937965 2.783582 4.099010 1.565432 1.542500 1.598015
50 3.113208 2.798834 3.252149 3.075630 3.083102 2.619335 2.650289 2.683060
51 2.522124 3.905882 3.121302 3.914454 4.326409 2.440476 1.881306 1.802395
52 2.261538 3.428205 3.020513 3.361538 3.635897 2.474359 2.335897 2.238462
53 2.443350 3.014815 2.642680 3.653465 3.761787 2.642500 2.267327 2.268657
54 3.200000 3.762791 3.341232 4.224299 4.234742 3.341969 2.738095 2.518692
55 2.860215 3.107527 2.989247 3.282609 3.150538 3.202247 2.988764 2.931818
56 2.675676 3.700809 3.172507 4.024324 4.097297 2.371191 2.367847 2.284553
57 3.014164 3.657224 3.810198 3.334278 3.966006 2.752841 2.676136 2.661932
58 2.133676 2.956186 2.865633 2.933862 4.030928 2.095361 1.899743 2.424165
59 3.041199 3.712177 3.688213 3.966292 4.048148 3.878229 3.219331 3.157895
60 2.237209 2.812403 2.827372 3.032508 3.635514 1.464286 1.423913 1.733645
61 2.170354 2.535398 2.503876 2.732222 3.486065 1.495506 1.754717 1.874444
62 1.930147 4.036765 1.826923 4.117647 4.069853 4.500000 3.088235 2.621324
63 3.787634 3.895442 3.761773 3.989160 4.013514 3.840108 3.750000 3.754144
64 2.189474 2.810526 2.378947 3.863158 3.557895 3.410526 3.263158 3.180851
65 3.368889 3.569507 3.779817 4.166667 3.963801 3.866667 3.625616 3.260204
66 2.597701 3.415827 3.105036 3.750000 3.766617 2.211480 1.915929 1.944200
67 2.635266 3.374396 2.854722 4.012136 4.014599 2.154242 2.141119 1.946602
C16K C16L C16M C16N C16O INFL_POL INFL_ORG INFL_PRO
1 1.559322 1.870307 2.313993 2.600000 1.848797 1.875706 3.141525 3.869831
2 2.107784 2.075362 2.487032 3.324022 1.947853 2.260417 3.459730 3.581308
3 2.124585 2.290698 2.577629 3.449082 2.270903 2.245033 3.099311 4.070055
4 1.757143 1.649351 2.047865 2.775033 1.525490 1.583226 2.571518 3.461550
5 2.234727 2.056106 2.167203 2.621451 2.394040 2.154427 3.427996 3.649707
6 1.815835 1.697436 2.074138 2.868825 1.565295 1.681999 2.766042 3.537620
7 3.089888 2.888889 3.195402 3.454545 3.411111 3.175926 3.607407 3.607963
8 2.434066 2.719780 3.059783 3.606557 2.464481 2.824324 3.893116 4.361351
9 1.992021 2.140957 2.079787 3.303191 2.010638 2.091755 3.438165 3.709530
10 1.863158 2.009852 2.304721 3.133891 2.011050 2.010654 3.409669 3.949745
11 1.544928 1.636103 1.874644 3.112426 1.543605 1.651709 2.805556 3.878646
12 2.166292 2.255079 2.596811 3.186517 1.916479 2.169265 3.515899 3.618903
13 2.513386 2.542453 2.838811 3.176166 NA 2.906878 3.553251 3.586841
14 2.582397 2.655617 3.088398 3.566421 NA 2.561700 3.699150 3.589739
15 2.030189 2.242537 2.428835 3.177449 NA 2.152752 3.043103 3.878309
16 1.679803 1.625616 2.142857 3.334975 NA 1.720588 3.897783 3.814461
17 1.468531 1.646853 2.063158 3.428070 2.135338 1.636863 3.188293 4.087514
18 2.097930 1.849758 2.226984 3.262830 NA 1.981017 3.004415 3.444293
19 2.729577 2.585227 3.058172 3.168975 2.715942 2.791093 3.597489 3.834367
20 2.643939 2.449495 2.848485 3.394937 2.959494 2.644360 3.542094 3.935714
21 2.644628 2.788618 3.117886 3.512000 2.794355 2.806894 3.986667 3.805667
22 1.802198 1.671587 2.255474 3.615385 1.700730 1.723236 2.908088 3.774635
23 2.850000 2.747801 3.038462 3.255132 3.108359 3.146860 3.823095 3.751667
24 1.876033 1.821429 2.066852 3.057534 1.688705 1.973672 2.827186 3.829508
25 1.431193 1.419355 1.799087 2.746606 1.672897 1.466134 2.660088 3.586915
26 1.862850 1.783245 2.287417 3.060484 1.577389 1.580574 2.858366 3.601161
27 1.894595 1.927027 2.291005 3.097884 1.357724 1.912478 3.171212 3.755915
28 2.224719 2.202247 2.318284 2.796053 NA 2.251820 3.302482 3.234716
29 1.899160 1.952778 2.970745 3.338667 1.950000 1.981102 3.401259 3.744703
30 1.620112 1.620112 1.810056 3.348571 NA 1.610497 2.467491 3.767031
31 2.346535 2.374257 3.185910 3.638835 2.972056 2.542714 3.642035 4.053531
32 2.275229 2.175355 2.312789 2.508634 2.344564 2.297294 3.355789 3.740146
33 2.130435 2.106667 2.305369 3.371622 2.096990 2.142222 2.977629 3.914784
34 1.696429 1.586310 2.271386 3.278932 2.272997 1.707108 3.055470 3.668133
35 1.708333 1.613577 2.583548 3.502564 NA 1.633721 2.669011 3.510059
36 1.815115 NA 2.248641 NA 1.971622 1.869771 3.282662 3.400381
37 2.379518 2.674699 2.982036 3.609610 2.728097 2.617808 3.895280 4.101716
38 2.098446 1.994764 2.447917 2.673575 2.312500 2.158076 3.055412 3.759966
39 1.372727 1.498525 2.136095 3.112426 1.372024 1.415683 2.841494 3.494853
40 2.565476 2.940828 3.250000 3.617284 3.035503 2.874020 4.054924 4.265819
41 3.198895 3.096419 3.323288 3.643454 3.386431 3.290174 3.642922 3.865263
42 2.679666 2.377778 2.945799 3.490566 2.628571 2.528455 3.775178 3.733466
43 1.770642 1.784404 2.360731 3.368182 1.861751 1.829563 3.151207 3.878507
44 2.041176 1.982283 2.389105 2.775629 1.477137 1.888509 2.845143 3.047921
45 1.928571 2.087866 2.262097 3.409274 NA 2.024320 3.039083 3.875064
46 1.820037 1.664193 1.871747 2.670433 NA 1.815693 2.623357 3.541312
47 2.839844 2.695312 3.039062 3.550781 3.036000 3.032227 3.544747 3.613619
48 2.234421 2.367953 2.357143 3.113772 2.459701 2.387982 3.607598 4.079657
49 1.612346 1.619403 1.823232 3.377171 1.557789 1.597531 3.181106 3.830665
50 2.556757 2.738544 2.655738 3.234463 NA 2.649474 2.714728 3.070914
51 1.783383 1.746224 2.421687 3.386905 1.907738 1.800885 3.012952 4.034946
52 2.217949 2.187179 2.579487 3.223077 2.117949 2.244872 3.524786 3.229829
53 1.877193 2.071960 2.532338 2.905941 1.915212 2.127572 3.361111 3.761700
54 2.890995 2.746479 3.304762 3.317536 2.644231 2.727064 3.996575 4.222576
55 2.965517 2.811111 2.881720 3.076923 3.081395 2.912088 2.983871 3.188172
56 2.280654 2.627717 2.847411 3.816216 2.227397 2.391285 3.571171 4.186351
57 2.600000 2.752137 2.721591 3.556818 2.485795 2.674479 3.552408 3.770433
58 2.216495 2.365039 2.314433 3.603093 2.088083 2.226221 3.391108 3.782179
59 3.133333 3.119850 2.753731 3.606742 4.026022 3.155904 3.733516 4.229106
60 1.763608 1.776050 1.851163 2.771739 NA 1.674160 2.941377 3.498961
61 1.996652 1.885428 2.236930 2.865256 1.685268 1.877451 2.542133 3.379576
62 2.404412 2.085185 1.527881 3.276753 4.147059 2.551164 4.053309 3.870956
63 3.667590 3.729508 3.699187 3.782842 NA 3.727252 3.962590 3.962433
64 3.021739 2.554348 2.423913 2.847826 2.904255 3.028947 2.921930 3.410000
65 2.795000 2.809045 3.457944 3.596939 3.894737 3.103120 3.738147 3.964894
66 1.997085 2.322674 2.626628 3.220290 1.773669 2.046202 3.198913 3.799449
67 1.647202 1.990315 2.002421 3.216019 2.845036 1.931361 3.367397 4.057810
INFL_ECO INFL_PER O4A O4B O4C O4D O4E O4F
1 2.787006 2.298305 2.316981 2.251880 1.652830 1.635338 1.902256 2.571429
2 2.494732 2.778855 1.618280 2.642045 2.389831 2.349432 2.505682 1.963173
3 2.503599 2.470523 2.866667 2.705491 2.334992 2.457711 3.812292 3.393688
4 2.220744 2.267418 2.973164 2.627972 2.265449 2.410940 3.240331 3.037344
5 2.895833 2.232055 3.570968 3.013245 2.297030 2.173913 3.344262 2.078947
6 2.077432 2.474901 3.335863 3.251908 2.676190 2.743346 3.267686 3.156190
7 3.185185 3.629630 3.777778 3.766667 3.393258 3.322222 3.211111 3.123596
8 3.014124 2.496396 3.326087 2.918478 2.430939 2.135870 3.265193 3.267760
9 2.776042 2.667996 1.978142 2.366120 1.802740 1.887671 2.606557 2.174863
10 3.115435 2.626615 2.141221 2.169231 1.850575 1.820611 2.015267 2.177606
11 1.903715 2.312500 2.934718 2.690184 2.293413 2.470238 3.727273 2.938235
12 2.713599 2.513348 2.312910 2.540481 1.892544 1.962801 2.571429 2.905908
13 3.097994 2.694187 NA NA NA NA NA NA
14 3.094848 2.599091 NA NA NA NA NA NA
15 2.745598 2.690734 NA NA NA NA NA NA
16 2.568627 1.910948 NA NA NA NA NA NA
17 2.484099 2.883162 2.236220 2.169960 1.777344 1.882812 3.145038 3.118321
18 2.224087 2.378855 2.964286 2.546232 2.256988 2.418478 3.632558 3.096974
19 2.990223 2.802989 2.569482 2.820163 2.211382 2.183060 2.608696 2.828338
20 3.284160 2.650376 NA NA NA NA NA NA
21 3.160544 2.567604 2.991736 3.020325 2.842105 2.862348 2.991870 3.008097
22 2.529805 2.593674 3.027778 2.984127 2.195219 2.414343 3.797619 3.813492
23 2.862717 2.550476 2.992126 2.853175 2.234127 2.282869 2.948000 2.916335
24 2.273224 2.540528 NA NA NA NA NA NA
25 2.170370 2.503655 NA NA NA NA NA NA
26 2.583884 2.405826 3.259972 3.061644 2.564384 2.628767 3.603001 3.538776
27 2.625000 2.254522 2.211796 2.173797 1.742627 1.756684 2.530667 2.309333
28 2.310280 2.563966 NA NA NA NA NA NA
29 3.113736 2.919897 2.293040 2.071429 2.040741 2.055351 2.729927 2.683636
30 1.748619 2.645719 2.430233 2.452941 2.168605 2.325444 3.306358 3.790960
31 3.382275 2.580625 4.065708 3.746914 2.600414 2.404167 3.871102 3.139583
32 3.007470 2.789844 2.295107 2.712074 2.064122 2.151562 2.487730 2.347095
33 2.341270 2.533223 2.794425 2.554386 2.402098 2.529617 3.307692 2.864111
34 2.377008 2.477517 2.582317 2.265244 2.006135 1.903727 3.483077 2.664634
35 2.336310 2.180135 NA NA NA NA NA NA
36 2.601166 2.680761 NA NA NA NA NA NA
37 3.544872 2.979351 2.765273 2.875000 2.289902 2.141479 3.164516 2.463023
38 2.504433 2.310000 2.385787 1.974359 1.730570 1.761658 2.214286 3.090909
39 2.462793 2.468627 2.643750 2.850000 2.121118 2.264151 2.640867 3.093168
40 3.395098 3.165725 3.219858 2.591837 2.091549 1.978723 3.430556 2.673469
41 3.376389 3.153533 3.417241 3.237931 2.879725 2.816609 3.470790 3.237113
42 2.900545 2.423460 2.561497 2.450402 1.827957 1.930108 2.225201 1.927614
43 2.895173 2.520362 2.127854 2.195455 1.872146 1.840909 2.427273 2.433790
44 2.409091 2.504798 3.102410 3.044000 2.682000 2.714000 3.485944 3.302000
45 2.518411 2.633853 NA NA NA NA NA NA
46 2.022556 2.511209 NA NA NA NA NA NA
47 3.258106 2.859375 3.464844 3.476562 NA 2.839844 2.691406 3.031250
48 2.982793 2.548039 2.404908 2.643077 2.101538 2.098462 2.938462 2.549080
49 2.354762 2.489327 2.852500 2.300000 2.158690 2.200501 2.804020 3.193467
50 2.943182 2.843496 NA NA NA NA NA NA
51 2.864125 2.647605 1.911504 1.941176 1.572700 1.604106 2.780415 2.547059
52 2.683938 2.556838 2.307692 2.576923 2.210256 2.241026 2.474359 2.466667
53 2.932305 2.632184 2.264631 2.167939 1.686076 1.646465 2.083333 2.399491
54 3.394860 2.846908 2.709677 2.691589 2.200000 2.014286 2.347418 2.246512
55 2.945652 2.876344 3.155556 3.157303 3.147727 3.056180 3.217391 3.241758
56 2.906393 2.645103 2.501377 2.057377 1.928767 1.824658 3.298913 2.220708
57 3.261770 3.091337 2.337278 2.449704 2.139053 2.165680 2.742604 2.538462
58 2.847115 2.421368 2.812339 2.241645 1.982005 2.108247 2.955959 3.314433
59 3.676507 2.907609 NA NA NA NA NA NA
60 2.338558 2.419461 3.487091 3.086207 2.969125 3.025729 3.526496 3.105983
61 2.187764 2.419705 3.222346 3.376536 2.545050 2.637375 3.573497 3.385984
62 2.142503 2.176471 2.213235 2.481618 2.735294 3.503676 3.108209 1.511111
63 3.760218 3.771671 NA NA NA NA NA NA
64 2.424561 2.359649 2.518519 2.240741 2.188679 2.057692 2.055556 2.000000
65 3.271111 3.135057 4.036649 4.284264 3.221429 3.395062 4.226804 4.251256
66 2.715672 2.651124 2.785285 2.514925 2.327869 2.394345 3.354694 3.044776
67 2.232042 2.698873 2.267500 2.518797 1.820000 2.160000 3.273183 3.189526
O4G O4H O4J O4K POL_TRST C14A C14B C14C
1 2.329365 1.656604 2.427481 3.075758 2.072682 73.129252 68.600683 46.779661
2 1.922190 2.330508 2.323782 2.798867 2.399247 30.144928 72.471910 42.209632
3 3.286957 2.637437 2.567340 3.126878 2.634052 28.358209 76.206323 13.388430
4 2.630747 2.867220 2.130127 3.353591 2.619611 44.546649 80.000000 48.575130
5 3.183333 2.406667 2.336735 3.751634 2.973992 50.473186 46.153846 33.860759
6 2.952663 2.828897 2.142023 3.296786 3.089792 32.931034 79.351536 56.027165
7 3.104651 2.872093 3.393258 3.555556 3.646296 71.590909 69.318182 49.425287
8 3.103261 3.130435 3.135870 3.663043 2.894022 32.608696 57.837838 31.182796
9 2.195055 2.363388 2.128415 2.953425 2.049636 19.733333 77.866667 56.684492
10 2.353846 2.053846 1.838462 2.619772 2.056616 51.711027 75.190840 56.704981
11 2.911315 2.699700 2.370370 3.423529 2.645650 34.210526 89.884393 38.681948
12 2.475877 2.732892 1.993377 3.242358 2.249453 35.913978 71.125265 48.614072
13 NA NA NA NA NA 81.903276 38.087774 86.292835
14 NA NA NA NA NA 14.727273 22.727273 20.218579
15 NA NA NA NA NA 42.355372 74.537988 46.938776
16 NA NA NA NA NA 35.784314 72.772277 60.294118
17 3.187251 2.135458 1.798354 3.288973 2.061608 59.154930 80.496454 66.549296
18 2.582751 2.787267 1.867030 3.175466 2.589336 21.122600 90.868925 70.419426
19 3.002717 2.554645 2.732970 3.375000 2.530262 31.868132 36.712329 31.232877
20 NA NA NA NA NA 49.246231 50.502513 38.442211
21 2.991770 3.004255 3.016461 3.251012 2.943320 26.122449 47.967480 31.707317
22 3.828571 3.036735 2.487069 3.380000 2.736111 55.805243 68.283582 62.730627
23 3.361789 2.726141 3.016260 3.148000 2.688320 28.398792 22.455090 40.419162
24 NA NA NA NA NA 41.456583 84.090909 64.606742
25 NA NA NA NA NA 38.139535 94.642857 59.375000
26 2.838109 3.061224 2.304895 3.570081 2.960771 56.081081 77.595628 49.933599
27 2.460490 1.668449 1.799451 2.275401 2.042110 37.950139 77.534247 36.263736
28 NA NA NA NA NA 49.772727 74.496644 71.840355
29 2.911765 2.518939 2.599251 2.802920 2.145455 49.572650 56.857143 56.749311
30 NA 2.863905 2.046784 3.417143 2.358382 35.119048 84.117647 36.416185
31 3.924686 2.710359 1.903967 3.679089 3.473306 53.400000 49.900200 49.498998
32 2.617512 2.797214 3.198462 3.116386 2.354421 64.296754 52.241113 30.652504
33 3.216028 2.822300 2.196491 3.209059 2.584204 52.145215 91.721854 44.518272
34 3.403670 2.606250 2.128931 2.951070 2.286077 55.988024 65.088757 58.284024
35 NA NA NA NA NA 38.701299 76.470588 60.204082
36 NA NA NA NA NA 48.178138 91.756757 22.911051
37 2.676375 2.861736 3.247588 3.888179 2.648504 56.666667 51.212121 43.243243
38 3.408163 2.324873 2.191710 3.335025 2.053872 43.157895 58.854167 35.937500
39 3.580247 2.363636 2.453376 3.423313 2.533540 40.849673 75.625000 78.313253
40 3.354610 3.262411 3.358621 3.760274 2.631757 45.614035 49.411765 38.285714
41 3.413793 3.173611 3.500000 3.363014 3.175258 49.844237 33.823529 37.910448
42 2.846774 1.967828 2.379679 3.307278 2.281640 29.066667 58.510638 41.379310
43 2.926606 2.123288 2.027273 3.184332 2.065909 55.045872 66.972477 83.181818
44 3.184805 2.749487 2.144397 3.231388 2.943333 42.886179 84.418146 53.968254
45 NA NA NA NA NA 35.671343 83.365571 25.875486
46 NA NA NA NA NA 26.833631 90.102389 67.530225
47 3.550781 NA 3.040000 3.000000 3.470703 51.750973 57.198444 60.311284
48 2.665644 2.695385 2.876923 3.404908 2.380368 29.737609 67.826087 24.709302
49 3.170157 2.630653 2.536709 3.374372 2.438333 48.628429 78.271605 58.560794
50 NA NA NA NA NA 9.439528 7.323944 5.586592
51 3.005917 2.068657 1.699405 3.073529 1.812805 58.823529 60.471976 87.202381
52 2.615385 2.412821 2.215385 3.087179 2.364957 68.717949 65.384615 67.179487
53 2.688776 1.926768 2.060914 2.645729 2.035443 47.545220 62.915601 36.340852
54 3.525581 3.093458 3.911628 4.004630 2.542243 52.195122 44.607843 55.102041
55 3.101124 3.055556 3.098901 3.053763 3.148148 21.505376 46.739130 32.978723
56 2.278090 2.335165 2.585165 3.377717 2.160309 21.325648 75.274725 39.722222
57 2.189349 2.659763 2.547337 2.784024 2.308679 61.931818 85.875706 85.875706
58 3.025840 2.318766 2.015464 3.317010 2.345330 39.743590 81.794872 46.786632
59 NA NA NA NA NA 40.363636 42.028986 33.941606
60 2.822380 3.208547 2.286467 3.467466 3.178653 48.960302 96.533795 85.121107
61 2.715884 2.941046 1.918345 3.382647 3.044865 28.460687 82.872928 49.777778
62 1.600000 2.246212 3.036765 3.536765 2.476716 4.460967 4.444444 1.470588
63 NA NA NA NA NA 46.408840 46.388889 43.206522
64 2.148148 2.407407 2.055556 2.660377 2.311728 46.236559 79.569892 77.659574
65 4.285714 3.535032 3.653409 3.505102 3.923333 25.210084 22.685185 28.436019
66 3.095890 2.699700 2.498489 2.994092 2.543155 52.941176 81.250000 46.417910
67 3.260000 2.442211 2.774436 3.324257 2.204489 12.652068 75.794621 11.622276
C14D C14E C14F C14G C14H C14J C14K
1 32.191781 46.048110 70.890411 81.355932 7.482993 9.491525 7.4576271
2 28.770950 27.401130 40.687679 61.731844 46.067416 5.337079 4.4943820
3 51.575456 48.338870 30.897010 42.358804 74.406780 35.655058 1.3223140
4 17.205692 21.656051 70.418848 66.363636 52.542373 44.072165 1.5056462
5 14.057508 20.125786 41.979522 57.692308 3.594771 4.620462 3.3112583
6 40.869565 36.020583 78.694158 83.447099 51.245552 11.243612 3.2423208
7 61.363636 51.136364 56.179775 70.114943 51.724138 38.636364 41.6666667
8 43.783784 36.956522 49.456522 64.130435 39.130435 10.326087 5.4054054
9 51.200000 36.898396 36.436170 88.031915 26.329787 3.191489 1.3297872
10 16.475096 24.427481 63.740458 86.206897 37.642586 3.816794 1.9011407
11 64.954683 57.478006 65.178571 85.100287 58.176101 16.091954 0.8522727
12 42.948718 36.538462 46.055437 64.680851 45.726496 12.869198 10.1479915
13 47.880691 27.500000 54.173228 81.250000 82.992126 17.729393 18.8087774
14 20.255474 10.363636 15.454545 34.363636 36.745887 6.557377 3.8251366
15 34.077079 27.180527 61.030928 59.221311 71.017699 12.121212 5.4766734
16 74.509804 46.305419 57.352941 48.529412 7.389163 7.352941 5.3921569
17 42.253521 44.014085 77.192982 89.583333 40.310078 21.830986 1.7421603
18 71.902655 54.310980 80.927835 95.139912 76.951673 41.046426 2.9563932
19 26.997245 24.242424 34.903047 47.222222 65.181058 13.259669 11.9113573
20 49.497487 38.442211 51.507538 47.738693 6.265664 10.050251 6.5326633
21 26.122449 21.138211 33.877551 42.857143 44.444444 9.274194 4.4176707
22 66.666667 25.461255 56.928839 63.837638 77.566540 13.186813 12.1323529
23 40.116279 20.699708 34.029851 39.296188 30.791789 10.850440 15.2941176
24 65.168539 30.704225 77.247191 70.165746 79.579580 46.005510 0.5479452
25 33.789954 38.990826 72.558140 87.962963 26.291080 2.690583 0.4424779
26 18.958611 16.733068 73.761714 54.886212 66.048502 37.500000 4.0843215
27 55.945946 32.439678 38.440111 42.382271 19.197708 9.162304 1.8421053
28 51.529412 62.360802 64.545455 78.828829 64.250000 34.762980 10.4575163
29 43.195266 47.282609 61.218837 71.900826 41.498559 45.856354 27.8236915
30 47.272727 39.285714 38.509317 77.906977 28.301887 37.426901 1.1173184
31 38.056680 31.589537 41.247485 75.000000 55.804481 17.434870 12.7490040
32 25.644917 23.520486 60.821485 83.841463 10.687023 6.870229 15.9937888
33 46.666667 55.518395 82.781457 88.000000 83.557047 17.666667 2.9702970
34 72.916667 42.261905 65.568862 84.660767 75.157233 23.145401 14.2433234
35 68.556701 41.687980 51.715040 76.606684 67.759563 7.575758 2.2784810
36 40.544218 38.700947 39.945652 70.985155 87.755102 NA 4.5822102
37 35.975610 45.481928 63.473054 85.329341 54.716981 15.361446 20.3030303
38 17.801047 29.946524 53.439153 63.402062 11.111111 10.471204 8.9005236
39 47.416413 36.826347 75.232198 91.158537 44.480519 19.287834 4.4510386
40 35.928144 26.666667 62.427746 63.218391 39.156627 11.585366 25.9036145
41 42.261905 31.044776 42.899408 57.227139 49.401198 23.214286 25.1533742
42 21.657754 22.133333 42.819149 59.574468 41.600000 7.957560 5.8510638
43 47.511312 39.545455 65.740741 85.844749 26.363636 11.415525 5.9090909
44 56.969697 46.262626 87.944664 84.251969 40.824742 17.391304 4.6966732
45 47.140039 49.607843 50.509165 74.902724 69.117647 23.404255 1.9455253
46 65.000000 51.356239 71.086556 93.728814 50.905433 27.464789 0.3344482
47 62.256809 63.424125 53.307393 48.249027 64.980545 66.147860 33.8521401
48 35.672515 29.941860 30.903790 63.953488 60.471976 10.818713 4.6783626
49 62.189055 53.349876 64.444444 80.645161 64.925373 47.160494 34.9009901
50 9.166667 5.633803 9.322034 8.938547 2.528090 5.084746 2.8490028
51 46.176471 29.203540 61.764706 86.725664 30.294118 12.058824 10.3857567
52 45.128205 45.897436 77.179487 86.410256 33.076923 27.692308 26.6666667
53 44.000000 16.417910 49.874055 48.223350 39.018088 11.851852 5.2238806
54 41.062802 38.207547 80.476190 79.812207 63.366337 14.903846 16.0804020
55 43.478261 33.333333 36.263736 55.434783 54.838710 15.053763 1.0638298
56 47.353760 46.927374 47.838617 77.472527 53.230769 10.863510 1.1267606
57 54.647887 43.342776 64.124294 68.644068 31.073446 8.169014 3.6619718
58 42.673522 34.961440 52.185090 54.871795 40.779221 2.051282 2.3076923
59 44.727273 29.927007 38.768116 31.272727 3.985507 5.090909 3.6363636
60 48.269581 NA 94.964029 98.109966 81.690141 42.931937 0.8576329
61 25.612472 28.903654 63.222222 66.592920 64.062500 32.853982 1.1061947
62 33.333333 9.665428 37.638376 9.701493 2.214022 38.602941 79.0441176
63 46.518106 40.431267 43.888889 61.956522 57.734807 41.416894 34.8066298
64 37.234043 33.684211 48.936170 60.000000 6.382979 35.789474 3.1578947
65 27.149321 17.351598 19.069767 23.636364 12.558140 6.756757 5.0000000
66 35.196375 47.234679 74.925373 78.358209 74.267101 25.187406 3.9823009
67 53.041363 41.075795 37.378641 63.834951 35.308642 10.462287 3.3980583
C14L C14M C18A_s C18B_s C18C_s C18D_s C18E_s C18F_s
1 7.4829932 3.0612245 52.33645 52.314815 76.63551 80.00000 77.93427 61.68224
2 8.1005587 10.9550562 57.38832 30.584192 60.06826 49.29577 51.95730 53.71025
3 18.0165289 36.2862010 33.65385 17.456897 69.16488 59.47712 80.30303 63.01075
4 NA NA 65.17857 27.485380 91.39633 74.34402 82.46377 64.29608
5 3.3003300 2.4844720 76.82403 47.598253 86.28319 65.89862 53.11005 52.77778
6 11.4840989 22.8163993 48.36957 26.932668 78.81773 50.25253 59.39850 35.17588
7 43.3734940 54.7619048 79.59184 83.673469 73.46939 67.34694 62.50000 65.30612
8 5.4054054 9.1891892 84.68468 72.727273 86.11111 63.30275 67.88991 65.13761
9 1.8617021 6.1170213 36.82171 35.135135 68.33977 58.91473 74.13127 42.47104
10 2.2988506 13.7404580 19.51220 23.577236 65.85366 66.80162 74.07407 70.24793
11 4.3352601 9.6774194 35.95506 24.104235 66.24606 68.19672 75.56270 44.48052
12 14.7679325 12.0507400 28.98551 33.809524 53.88350 32.36715 39.21569 37.19807
13 12.9082426 28.2812500 44.04494 43.176734 71.30045 65.40179 70.02237 58.65169
14 5.1188300 5.1188300 42.73504 32.285714 48.70317 53.62319 50.28902 63.79310
15 NA NA 21.11324 7.400380 77.86260 61.99616 88.35878 65.63107
16 5.3921569 5.3921569 70.27027 9.150327 93.50649 95.42484 73.85621 71.05263
17 21.4788732 20.6405694 21.42857 18.309859 69.48357 69.85646 71.63462 62.26415
18 NA NA NA NA NA NA NA NA
19 11.9113573 11.1731844 86.63594 84.403670 68.37209 44.07583 44.28571 64.18605
20 7.0528967 14.8614610 52.03620 50.892857 60.98655 59.37500 61.60714 43.11111
21 7.6305221 8.4337349 66.99029 62.264151 75.00000 42.71845 51.92308 52.38095
22 12.9770992 22.0077220 16.01942 42.660550 74.17840 61.72249 69.04762 52.83019
23 13.7931034 15.1603499 80.88235 50.000000 70.50360 63.97059 65.67164 62.58993
24 2.1857923 24.6458924 44.18605 33.132530 93.78698 66.77316 91.69139 44.54829
25 5.8558559 6.3063063 66.66667 27.611940 83.45324 69.62963 77.37226 53.38346
26 NA NA 31.84818 14.437690 90.33675 66.35659 71.12135 57.44681
27 0.5249344 0.7894737 48.45679 13.017751 73.59050 70.42683 79.32099 60.36585
28 10.1731602 20.7589286 41.66667 22.459893 55.80110 37.14286 39.32584 33.14286
29 24.3478261 23.9067055 41.04478 26.351351 82.31293 83.91608 89.11565 64.08451
30 6.2146893 11.4942529 71.17117 49.557522 68.37607 41.44144 52.77778 46.78899
31 22.8744939 23.3265720 74.38272 45.794393 92.83489 82.24299 72.50000 71.42857
32 NA NA 80.83333 66.876310 91.15789 78.44828 75.59913 55.67452
33 4.9668874 18.6046512 41.15044 34.955752 82.30088 60.79295 68.75000 46.46018
34 15.2238806 12.7976190 22.58065 10.424710 82.95455 79.37743 86.23482 79.84496
35 NA NA 35.12748 18.361582 64.04494 64.51613 71.22093 52.17391
36 2.8263795 8.9068826 35.17915 59.935380 51.54472 52.44300 61.50082 44.05941
37 16.2650602 20.9090909 79.22078 69.426752 92.30769 86.45161 81.93548 67.53247
38 8.3333333 7.8125000 56.25000 39.583333 70.00000 65.51724 66.66667 41.86047
39 4.4642857 20.3030303 33.45070 32.119205 72.63844 77.02703 80.13468 70.52980
40 14.9700599 16.3636364 87.30159 73.437500 89.06250 78.12500 70.96774 70.31250
41 27.7258567 26.7080745 68.90756 62.184874 80.67227 71.92982 65.21739 63.55932
42 6.3829787 5.0397878 69.28105 58.360656 73.11475 54.45545 53.97351 56.43564
43 6.7873303 9.0497738 67.79661 69.491525 72.03390 64.95726 66.10169 50.86207
44 11.7878193 28.2352941 16.95906 16.504854 76.97517 75.62077 77.60181 59.01639
45 NA NA 34.45122 15.176152 77.60417 79.89276 89.29504 72.46753
46 NA NA 53.91566 47.846890 85.84687 66.49874 84.70874 71.16883
47 35.4085603 51.3618677 64.39791 67.539267 57.59162 49.20635 35.97884 38.42105
48 3.2069971 5.2631579 47.65343 39.642857 84.28571 70.96774 71.48014 51.79856
49 36.3861386 41.0891089 64.46541 24.137931 83.54430 70.25316 77.60252 62.97468
50 NA NA NA NA NA NA NA NA
51 7.7151335 9.5238095 64.53488 64.161850 62.64368 50.00000 43.02326 38.23529
52 18.4615385 21.2820513 14.73684 24.912281 59.64912 71.92982 66.66667 52.63158
53 4.9382716 17.9104478 28.61190 15.625000 65.81921 79.48718 83.76068 66.38177
54 15.9203980 27.6923077 92.48120 82.089552 92.30769 74.21875 63.11475 75.38462
55 7.5268817 5.3191489 40.74074 40.350877 45.61404 37.50000 38.98305 29.82456
56 3.0898876 14.6892655 45.21073 37.827715 81.41264 67.31518 85.17110 53.99240
57 14.9295775 16.0563380 27.45098 32.156863 88.23529 75.98425 84.25197 46.66667
58 7.4742268 7.7120823 24.70238 10.374640 61.67147 59.63855 63.31361 40.35088
59 5.7971014 11.6788321 NA NA NA NA NA NA
60 NA NA 30.22508 18.035427 79.96795 60.00000 73.38710 53.77207
61 NA NA 58.42246 21.094793 86.81758 71.69559 78.34225 69.14894
62 4.0441176 73.8970588 44.57831 29.957806 54.61847 26.66667 20.56452 10.46025
63 NA NA 68.83117 79.746835 92.40506 83.66013 80.00000 69.67742
64 7.4468085 13.8297872 18.86792 9.433962 62.74510 81.13208 77.35849 50.00000
65 4.0723982 4.5662100 80.14706 67.153285 84.96241 80.00000 72.38095 78.33333
66 4.6920821 11.6691285 40.35785 49.557522 70.51724 66.10801 77.28086 60.21127
67 3.8740920 10.1694915 22.16216 16.976127 71.95767 37.56757 63.53887 21.71582
C18G_s C18H_s C18J_s C18K_s C18L_s C18M_s C18O_s C19A_s
1 47.61905 88.26291 93.48837 66.19718 63.38028 75.81395 63.67925 43.720930
2 53.70370 85.22337 93.58108 77.81570 78.76712 60.13746 54.76190 27.118644
3 71.65179 92.30769 99.35897 81.56182 84.76395 54.42765 NA 20.044053
4 62.79762 88.64943 97.61571 65.49708 68.85714 58.00866 NA 13.180516
5 62.67281 59.81308 70.13575 63.80090 70.31963 39.33649 41.11675 64.757709
6 60.80402 78.90819 93.46734 60.20151 55.32468 53.86534 32.38095 12.623762
7 65.30612 59.18367 55.10204 59.18367 63.26531 56.25000 60.41667 72.000000
8 47.70642 59.81308 79.62963 48.14815 65.74074 53.27103 61.46789 56.250000
9 73.54086 92.27799 96.91120 91.11969 91.47287 63.70656 50.19455 28.571429
10 66.93878 85.30612 97.97571 87.19008 79.91803 70.04049 51.85185 34.552846
11 71.86441 79.48718 97.79180 64.66667 71.79487 46.81529 30.35714 16.447368
12 43.96135 61.72249 79.80769 62.62136 67.94258 38.04878 36.89840 27.358491
13 56.40449 81.87919 85.81081 83.33333 76.52370 53.61991 NA 32.207207
14 58.57143 72.77937 88.25215 73.14286 71.91977 58.77193 NA 40.170940
15 39.96024 79.20792 66.92759 64.66019 58.22050 89.79206 NA 14.741036
16 86.92810 85.62092 99.35065 81.81818 95.45455 53.28947 32.85714 53.289474
17 49.75124 79.24528 95.85253 57.74648 54.67290 69.33962 37.66234 23.902439
18 NA NA NA NA NA NA NA NA
19 63.55140 73.48837 87.61468 81.01852 83.33333 38.46154 50.00000 43.317972
20 35.55556 38.11659 77.53304 66.96035 73.45133 72.12389 NA 61.674009
21 53.46535 84.46602 94.17476 80.18868 88.67925 53.33333 56.38298 43.396226
22 47.86730 88.37209 93.54839 75.11737 66.82243 57.76699 NA 29.648241
23 46.32353 67.64706 77.61194 54.41176 62.77372 47.32824 56.81818 55.223881
24 62.65432 93.21534 97.34513 82.54438 51.65165 71.64179 NA 13.846154
25 85.00000 85.61151 92.80576 76.11940 70.07299 78.98551 NA 11.940299
26 59.87749 85.24590 94.72914 56.21212 63.70370 59.58084 NA 12.743628
27 49.53271 90.33233 97.90419 74.53988 77.64350 55.10836 NA 21.068249
28 42.44186 73.07692 80.97826 69.94536 64.51613 48.57143 NA 17.877095
29 63.57143 89.26174 93.24324 78.76712 73.33333 79.33333 53.22581 31.724138
30 50.87719 84.21053 95.76271 40.59406 57.01754 26.12613 NA 46.428571
31 72.84345 77.31629 81.63934 70.60703 76.19048 68.35443 58.36066 49.216301
32 75.66964 89.54248 94.54927 89.49580 88.38174 63.88889 64.86486 77.754678
33 60.26786 86.34361 97.80702 70.04405 69.64286 56.19469 41.01382 17.040359
34 60.92437 91.86047 96.93487 77.32794 75.88933 71.37255 52.84974 25.680934
35 71.67630 89.83051 96.61972 70.72464 68.92655 68.20809 NA 5.780347
36 61.78862 78.31715 88.38710 59.12052 63.47403 35.50489 14.35563 13.106796
37 79.48718 82.58065 92.20779 76.66667 88.15789 72.29730 69.65517 71.895425
38 23.80952 72.52747 86.02151 40.90909 49.43820 73.33333 61.79775 47.959184
39 65.42373 82.21477 91.83007 67.20779 65.90164 71.57534 53.79061 41.095890
40 56.25000 73.33333 87.30159 55.55556 81.25000 63.93443 66.12903 81.250000
41 71.55172 80.50847 84.87395 69.23077 77.31092 66.66667 57.79817 60.330579
42 56.14618 74.25743 91.47541 77.37705 84.96732 51.15512 NA 53.594771
43 65.25424 59.32203 64.10256 57.98319 75.63025 65.54622 52.54237 50.420168
44 50.74257 89.05908 96.37527 74.55357 76.10619 59.62877 NA 10.328638
45 80.32345 92.50646 98.97698 80.52632 83.76289 81.10236 NA 22.493225
46 74.48454 88.80952 97.04545 74.63415 75.52941 61.63070 NA 17.754569
47 39.26702 39.47368 53.92670 40.31414 50.26178 54.45026 NA 74.345550
48 71.58273 79.21147 92.80576 82.43728 87.05036 62.23022 NA 47.080292
49 66.03175 75.86207 92.40506 60.88328 70.66246 52.53165 40.12945 21.562500
50 NA NA NA NA NA NA NA NA
51 61.98830 59.30233 72.83237 53.48837 74.70588 43.67816 51.47929 30.057803
52 53.68421 70.52632 80.70175 71.57895 73.33333 58.59649 21.75439 13.333333
53 57.68116 72.41379 88.45070 58.68946 61.64773 80.96591 56.35838 20.289855
54 69.60000 75.60976 90.29851 83.46457 86.25954 76.80000 67.66917 69.172932
55 33.33333 41.37931 50.84746 39.65517 39.65517 26.31579 20.37037 25.000000
56 68.07692 91.35338 99.26471 84.23077 81.74905 71.96970 48.54772 36.501901
57 40.00000 70.19608 86.66667 80.39216 79.21569 38.43137 37.69841 29.921260
58 68.42105 85.91954 96.26437 71.67630 80.05780 69.25287 30.79268 11.849711
59 NA NA NA NA NA NA NA NA
60 63.08186 89.71061 96.00639 76.37540 69.03226 59.54693 NA 7.568438
61 61.63102 82.95606 95.88859 69.20000 59.54301 68.52590 NA 10.106383
62 0.00000 60.64257 100.00000 25.40323 25.64103 26.90763 46.98795 20.161290
63 68.55346 74.35897 96.22642 79.87421 87.42138 77.41935 NA 82.911392
64 59.61538 82.69231 100.00000 73.58491 79.24528 56.60377 27.45098 9.433962
65 69.74790 81.66667 91.60305 78.90625 81.88976 78.04878 70.58824 61.904762
66 68.44920 91.65247 97.97297 73.68421 77.33564 51.83888 NA 19.814815
67 46.40000 69.31217 90.76517 59.51743 68.16976 33.95225 NA 27.540107
C19B_s C19C_s C19D_s C19E_s C19F_s C19G_s C19H_s C19J_s
1 39.53488 43.925234 66.03774 83.25581 98.14815 25.925926 27.570093 40.277778
2 72.50859 11.604096 78.89273 79.12458 96.65552 56.756757 51.178451 18.791946
3 77.00651 6.034483 74.83589 85.31317 96.35193 50.000000 41.266376 8.207343
4 74.00568 3.932584 67.95977 90.55007 93.39888 33.479532 33.530281 5.974395
5 76.21145 63.436123 69.95516 88.59649 91.44144 80.973451 77.292576 59.649123
6 70.76167 8.599509 59.55335 82.96296 90.19608 29.797980 32.405063 11.442786
7 76.00000 48.000000 46.00000 64.00000 64.00000 62.000000 57.142857 55.102041
8 73.87387 42.342342 55.04587 71.55963 80.18018 89.189189 83.783784 70.000000
9 76.06178 7.782101 76.83398 76.35659 96.88716 33.204633 28.185328 24.806202
10 75.91837 13.524590 72.54098 93.49593 92.21311 40.816327 15.573770 17.479675
11 76.06557 7.051282 83.12102 90.88050 90.56604 43.143813 34.563758 14.851485
12 65.42056 13.084112 50.92593 61.50235 89.30233 54.245283 50.471698 34.112150
13 45.37246 39.954853 42.34234 44.92099 51.13122 27.927928 26.351351 30.995475
14 45.14286 29.059829 49.85507 81.66189 88.82521 75.498575 71.306818 60.744986
15 81.35922 5.252918 41.30435 81.48855 87.47628 23.300971 13.846154 8.704062
16 72.07792 15.686275 89.54248 54.24837 93.50649 51.633987 52.941176 69.281046
17 75.23364 7.109005 58.76777 87.90698 94.41860 8.173077 7.619048 13.679245
18 NA NA NA NA NA NA NA NA
19 54.16667 41.743119 66.66667 81.27854 93.57798 95.000000 95.000000 66.666667
20 44.73684 55.947137 73.41772 80.00000 77.54237 41.025641 42.918455 79.059829
21 69.52381 30.476190 82.85714 81.90476 96.22642 82.075472 83.809524 63.207547
22 58.04878 15.094340 49.29577 89.86175 91.20370 22.748815 12.796209 18.957346
23 62.22222 41.605839 54.81481 71.53285 90.51095 83.941606 77.372263 41.911765
24 66.25767 6.824926 78.91566 95.26627 93.49112 31.962025 24.115756 10.876133
25 69.85294 5.109489 75.91241 91.42857 94.24460 46.511628 55.384615 7.299270
26 73.96450 6.176471 64.68843 93.27485 90.80292 38.212635 21.383648 9.509658
27 78.86905 9.696970 36.63664 94.02985 97.64012 59.633028 52.121212 20.120120
28 69.14894 27.868852 63.29787 55.30726 86.24339 37.837838 26.486486 20.652174
29 81.25000 21.232877 53.79310 82.66667 86.75497 30.985915 38.405797 22.147651
30 58.11966 10.655738 52.67857 90.00000 97.56098 68.644068 53.508772 30.578512
31 79.68750 34.169279 58.80503 83.48910 90.68323 68.535826 70.278638 52.830189
32 74.22037 39.375000 76.97095 82.98755 94.63918 80.042017 69.894737 73.291925
33 90.22222 2.252252 58.48214 98.67841 96.88889 53.811659 52.888889 12.888889
34 75.90361 5.447471 69.73180 95.47170 96.19772 21.513944 21.721311 13.229572
35 69.85507 2.840909 59.14286 73.44633 95.22472 34.393064 33.333333 6.250000
36 58.13205 8.548387 38.16425 64.14791 85.66828 5.787781 8.695652 14.331723
37 61.43791 50.335570 82.11921 82.11921 89.40397 81.208054 78.378378 73.509934
38 40.40404 36.734694 47.31183 66.66667 90.72165 36.458333 37.894737 51.546392
39 53.08219 20.529801 56.75676 93.48534 88.59935 18.213058 15.570934 37.704918
40 71.66667 41.935484 71.87500 72.58065 83.87097 77.419355 75.806452 70.491803
41 63.63636 49.586777 65.00000 70.24793 88.33333 61.666667 61.864407 61.983471
42 74.75410 42.622951 68.30065 84.31373 95.08197 78.758170 64.705882 56.721311
43 75.63025 26.050420 65.54622 78.99160 88.23529 51.694915 53.846154 43.220339
44 66.36156 2.850877 70.83333 84.56522 92.78132 32.380952 20.140515 7.947020
45 80.21680 4.392765 63.54167 79.53368 97.70408 54.629630 56.119403 8.997429
46 57.84062 4.773270 61.55779 95.05882 94.81132 61.194030 56.109726 18.705036
47 70.68063 67.539267 70.15707 72.25131 55.49738 75.392670 64.921466 81.675393
48 73.55072 35.869565 82.60870 86.59420 96.01449 57.246377 48.913043 50.545455
49 77.50000 6.624606 64.89028 78.05643 94.68750 50.636943 43.125000 20.569620
50 NA NA NA NA NA NA NA NA
51 79.06977 14.035088 56.72515 71.42857 90.64327 41.071429 32.544379 18.390805
52 47.71930 12.676056 58.94737 81.40351 90.17544 17.192982 16.140351 17.192982
53 67.14286 11.747851 43.39080 82.10227 94.63277 24.355301 20.977011 16.239316
54 69.69697 61.068702 87.31343 86.56716 77.77778 82.442748 88.059701 77.272727
55 42.37288 44.067797 49.15254 56.14035 52.54237 40.350877 28.070175 60.344828
56 72.93233 18.450185 81.64794 84.19118 96.36364 48.638132 47.843137 28.838951
57 67.71654 14.566929 54.72441 72.83465 92.12598 20.553360 16.996047 18.503937
58 82.42075 3.448276 76.52174 87.35632 93.96552 40.517241 31.321839 10.632184
59 NA NA NA NA NA NA NA NA
60 58.52090 3.054662 56.95793 91.98718 92.61637 32.096774 41.062802 12.721417
61 70.46358 5.968170 61.35458 87.53316 91.39073 40.800000 44.058745 5.570292
62 53.01205 26.104418 59.43775 59.43775 82.32932 35.742972 32.530120 38.554217
63 74.68354 70.886076 77.21519 78.34395 95.59748 57.594937 52.830189 68.553459
64 70.37037 7.407407 56.60377 92.59259 90.74074 54.716981 50.943396 9.433962
65 60.00000 45.000000 80.00000 95.00000 100.00000 85.714286 80.000000 73.684211
66 81.11511 2.599653 64.27320 81.36752 97.30185 42.962963 34.014870 9.230769
67 74.07407 7.692308 68.88298 93.13984 94.72296 38.461538 25.797872 12.698413
C19K_s C18A_w C18B_w C18C_w C18D_w C18E_w C18F_w
1 58.87850 28.504673 26.388889 7.4766355 6.0465116 5.1643192 12.616822
2 46.93878 26.804124 42.955326 11.9453925 14.0845070 11.3879004 6.713781
3 45.59140 28.125000 42.456897 13.9186296 5.0108932 2.1645022 4.946237
4 20.57143 14.732143 36.549708 0.9873061 2.1865889 1.5942029 3.193033
5 82.14286 8.583691 30.131004 6.1946903 10.1382488 13.3971292 15.740741
6 31.43564 15.217391 25.685786 3.9408867 10.6060606 8.2706767 13.316583
7 60.00000 2.040816 2.040816 0.0000000 10.2040816 4.1666667 10.204082
8 85.32110 8.108108 11.818182 4.6296296 9.1743119 14.6788991 11.009174
9 38.22394 31.782946 33.590734 11.9691120 5.8139535 2.3166023 5.791506
10 25.10121 51.626016 61.382114 19.1056911 14.9797571 7.8189300 5.371901
11 51.26582 22.846442 33.550489 19.8738170 6.8852459 4.1800643 8.116883
12 43.66197 43.478261 38.095238 16.9902913 33.8164251 31.8627451 30.917874
13 47.84580 28.764045 24.384787 7.1748879 6.2500000 4.6979866 3.820225
14 69.31818 32.193732 42.857143 19.5965418 18.8405797 24.5664740 13.218391
15 33.01158 42.802303 75.711575 9.9236641 26.4875240 1.3358779 9.514563
16 66.66667 19.594595 74.509804 0.0000000 0.0000000 0.0000000 0.000000
17 32.39437 29.523810 43.661972 6.1032864 6.2200957 4.3269231 5.188679
18 NA NA NA NA NA NA NA
19 72.01835 5.529954 5.963303 9.3023256 22.7488152 24.2857143 13.488372
20 76.82403 11.312217 12.946429 8.5201794 17.4107143 16.5178571 15.555556
21 80.00000 15.533981 19.811321 9.6153846 12.6213592 12.5000000 11.428571
22 41.12150 39.320388 22.935780 5.1643192 5.7416268 3.3333333 6.132075
23 57.97101 10.294118 26.811594 7.9136691 13.2352941 12.6865672 8.633094
24 32.84024 16.279070 30.421687 2.0710059 6.7092652 0.5934718 9.968847
25 19.25926 14.393939 35.820896 5.7553957 4.4444444 2.9197080 3.759398
26 29.77778 30.198020 47.112462 1.9033675 5.7364341 3.8402458 5.775076
27 36.22754 31.481481 68.047337 11.2759644 16.7682927 4.6296296 10.060976
28 59.34066 21.111111 43.315508 8.8397790 7.4285714 7.3033708 8.000000
29 28.37838 32.089552 53.378378 7.4829932 4.1958042 0.6802721 7.042254
30 56.30252 2.702703 6.194690 6.8376068 2.7027027 0.9259259 3.669725
31 72.69841 12.345679 31.775701 1.8691589 6.8535826 9.3750000 9.627329
32 80.63158 5.833333 9.853249 0.6315789 3.0172414 2.8322440 5.995717
33 36.44444 30.530973 38.938053 7.5221239 4.8458150 3.1250000 7.964602
34 39.38224 55.241935 72.586873 9.0909091 5.8365759 2.0242915 5.038760
35 14.24501 49.858357 65.819209 9.2696629 5.8651026 3.1976744 5.797101
36 27.11039 18.729642 14.216478 7.1544715 5.7003257 2.7732463 2.640264
37 80.79470 8.441558 17.834395 2.5641026 5.8064516 7.0967742 16.233766
38 69.07216 21.875000 34.375000 8.8888889 12.6436782 9.5238095 23.255814
39 39.01639 28.169014 32.119205 6.8403909 4.0540541 2.6936027 3.311258
40 79.03226 6.349206 15.625000 0.0000000 1.5625000 4.8387097 3.125000
41 75.00000 8.403361 15.126050 0.8403361 3.5087719 4.3478261 1.694915
42 66.11842 17.320261 21.639344 6.8852459 14.1914191 12.9139073 7.920792
43 54.23729 16.949153 21.186441 11.0169492 12.8205128 12.7118644 21.551724
44 25.54585 44.736842 49.757282 5.4176072 2.4830700 0.9049774 3.278689
45 30.67010 43.292683 60.433604 13.5416667 2.4128686 1.0443864 3.376623
46 31.14355 13.253012 21.770335 5.1044084 5.2896725 3.3980583 3.376623
47 76.43979 11.518325 10.994764 19.8952880 25.9259259 30.1587302 28.947368
48 68.84058 33.574007 37.142857 4.2857143 5.0179211 3.6101083 6.115108
49 38.87147 8.490566 43.260188 4.4303797 4.4303797 2.8391167 7.278481
50 NA NA NA NA NA NA NA
51 32.74854 21.511628 17.341040 10.9195402 25.2873563 31.3953488 35.882353
52 32.63158 56.491228 47.368421 15.0877193 5.6140351 7.0175439 15.789474
53 25.00000 47.025496 66.193182 12.9943503 7.1225071 3.9886040 5.128205
54 91.04478 4.511278 9.701493 3.0769231 7.8125000 18.0327869 14.615385
55 55.93220 31.481481 28.070175 38.5964912 33.9285714 38.9830508 33.333333
56 63.46863 27.969349 33.333333 6.3197026 5.8365759 3.0418251 12.547529
57 23.62205 31.764706 41.960784 3.1372549 3.1496063 3.1496063 9.411765
58 32.27666 46.726190 63.688761 13.5446686 21.9879518 14.7928994 14.912281
59 NA NA NA NA NA NA NA
60 29.19355 19.614148 32.045089 5.6089744 3.3870968 1.6129032 3.370787
61 16.75532 12.032086 37.249666 2.9294274 1.3351135 1.2032086 1.329787
62 65.06024 16.867470 25.738397 20.4819277 33.7500000 40.3225806 63.179916
63 75.79618 3.246753 7.594937 0.6329114 0.6535948 0.0000000 1.290323
64 16.98113 47.169811 75.471698 23.5294118 3.7735849 3.7735849 17.307692
65 80.00000 4.411765 15.328467 4.5112782 5.8333333 8.5714286 5.833333
66 36.56846 35.188867 29.026549 10.1724138 4.4692737 1.7889088 5.633803
67 51.58730 32.702703 45.092838 10.0529101 19.7297297 10.7238606 29.490617
C18G_w C18H_w C18J_w C18K_w C18L_w C18M_w C18O_w
1 20.4761905 3.7558685 0.9302326 9.3896714 9.8591549 5.581395 16.037736
2 9.6296296 4.8109966 1.6891892 2.7303754 3.7671233 9.621993 9.523810
3 3.1250000 1.7094017 0.2136752 2.3861171 2.1459227 4.967603 NA
4 4.4642857 2.1551724 0.4207574 3.8011696 3.2857143 3.318903 NA
5 13.3640553 21.4953271 13.5746606 9.9547511 10.0456621 34.597156 24.365482
6 5.7788945 5.4590571 1.5075377 6.0453401 6.4935065 7.980050 7.619048
7 10.2040816 16.3265306 14.2857143 24.4897959 18.3673469 16.666667 27.083333
8 19.2660550 18.6915888 8.3333333 18.5185185 11.1111111 22.429907 16.513761
9 1.9455253 1.1583012 0.3861004 0.7722008 0.7751938 6.177606 3.501946
10 9.7959184 3.6734694 0.8097166 3.7190083 3.2786885 6.882591 15.226337
11 3.7288136 4.1666667 0.6309148 4.6666667 4.1666667 7.006369 4.761905
12 26.0869565 14.3540670 4.8076923 13.1067961 8.1339713 37.560976 17.647059
13 7.6404494 3.3557047 4.0540541 3.6036036 5.4176072 11.764706 NA
14 16.2857143 11.1747851 3.4383954 9.1428571 9.1690544 21.345029 NA
15 23.6580517 4.1584158 12.3287671 12.4271845 15.4738878 1.323251 NA
16 0.0000000 0.6535948 0.0000000 0.0000000 0.0000000 1.315789 0.000000
17 6.9651741 3.3018868 0.9216590 9.3896714 8.8785047 6.132075 17.532468
18 NA NA NA NA NA NA NA
19 14.0186916 8.8372093 3.6697248 5.5555556 2.7777778 34.615385 12.745098
20 18.6666667 15.6950673 5.7268722 14.0969163 8.8495575 11.061947 NA
21 10.8910891 5.8252427 2.9126214 2.8301887 2.8301887 19.047619 8.510638
22 7.5829384 5.5813953 0.9216590 3.7558685 4.6728972 6.310680 NA
23 22.0588235 14.7058824 6.7164179 21.3235294 18.9781022 22.137405 21.212121
24 3.7037037 0.5899705 0.2949853 2.3668639 8.4084084 4.477612 NA
25 0.7142857 2.1582734 2.1582734 2.9850746 3.6496350 2.898551 NA
26 7.1975498 2.9806259 0.5856515 7.1212121 5.4814815 5.838323 NA
27 11.5264798 3.3232628 0.8982036 5.8282209 5.4380665 12.693498 NA
28 4.0697674 4.9450549 2.7173913 4.9180328 5.3763441 6.857143 NA
29 8.5714286 2.6845638 1.3513514 3.4246575 6.0000000 2.000000 14.516129
30 5.2631579 3.5087719 0.8474576 1.9801980 3.5087719 5.405405 NA
31 11.1821086 7.0287540 4.9180328 5.7507987 5.7142857 12.658228 15.409836
32 4.2410714 1.3071895 0.6289308 1.8907563 1.4522822 9.401709 4.729730
33 6.2500000 4.8458150 0.4385965 3.9647577 3.1250000 4.867257 6.912442
34 8.8235294 3.4883721 1.1494253 6.8825911 6.3241107 3.529412 13.989637
35 3.4682081 3.9548023 1.4084507 6.9565217 5.6497175 2.312139 NA
36 2.9268293 2.2653722 1.6129032 3.7459283 3.4090909 6.351792 11.908646
37 8.3333333 9.6774194 5.1948052 5.3333333 1.9736842 9.459459 8.275862
38 34.5238095 15.3846154 4.3010753 23.8636364 17.9775281 6.666667 15.730337
39 9.1525424 9.0604027 1.9607843 4.2207792 12.4590164 6.506849 16.245487
40 9.3750000 11.6666667 4.7619048 11.1111111 7.8125000 18.032787 11.290323
41 2.5862069 2.5423729 1.6806723 4.2735043 3.3613445 3.418803 8.256881
42 12.9568106 4.9504950 2.2950820 3.2786885 2.2875817 19.471947 NA
43 15.2542373 16.1016949 12.8205128 20.1680672 5.8823529 21.008403 21.186441
44 4.2079208 0.8752735 0.8528785 2.6785714 3.3185841 2.552204 NA
45 2.6954178 1.2919897 0.2557545 1.0526316 3.6082474 1.837270 NA
46 2.0618557 2.6190476 0.6818182 1.4634146 2.1176471 5.035971 NA
47 26.7015707 25.7894737 14.6596859 23.5602094 21.4659686 13.612565 NA
48 6.8345324 7.5268817 2.1582734 3.9426523 3.9568345 10.431655 NA
49 4.4444444 5.9561129 0.9493671 6.6246057 5.0473186 13.924051 10.679612
50 NA NA NA NA NA NA NA
51 16.3742690 15.1162791 9.2485549 18.0232558 8.8235294 34.482759 21.301775
52 15.7894737 8.4210526 6.6666667 7.7192982 7.3684211 10.175439 44.210526
53 10.1449275 9.1954023 4.2253521 10.5413105 9.3750000 6.250000 18.497110
54 10.4000000 15.4471545 5.9701493 8.6614173 2.2900763 6.400000 9.022556
55 38.5964912 46.5517241 47.4576271 44.8275862 46.5517241 33.333333 25.925926
56 6.9230769 1.5037594 0.0000000 1.1538462 3.4220532 4.166667 11.618257
57 10.9803922 7.0588235 3.1372549 2.3529412 3.5294118 16.078431 20.238095
58 5.2631579 3.4482759 1.1494253 6.9364162 4.3352601 6.609195 13.109756
59 NA NA NA NA NA NA NA
60 2.4077047 1.4469453 0.3194888 1.4563107 1.6129032 1.618123 NA
61 3.2085561 1.3315579 0.1326260 2.4000000 3.4946237 2.390438 NA
62 65.1785714 2.0080321 0.0000000 35.8870968 34.6153846 44.176707 6.425703
63 3.7735849 1.2820513 0.6289308 0.6289308 0.6289308 0.000000 NA
64 23.0769231 3.8461538 0.0000000 9.4339623 5.6603774 15.094340 23.529412
65 13.4453782 5.0000000 4.5801527 6.2500000 4.7244094 7.317073 8.403361
66 4.6345811 2.3850085 0.1689189 4.2105263 2.0761246 9.982487 NA
67 15.2000000 14.2857143 3.9577836 10.4557641 5.3050398 25.729443 NA
C19A_w C19B_w C19C_w C19D_w C19E_w C19F_w C19G_w
1 22.790698 19.069767 20.093458 10.3773585 3.2558140 0.9259259 27.3148148
2 40.677966 4.467354 66.211604 6.2283737 7.4074074 1.0033445 9.4594595
3 20.704846 1.952278 78.879310 11.1597374 2.8077754 0.0000000 6.7391304
4 36.389685 5.681818 86.938202 8.3333333 1.6925247 0.2808989 16.3742690
5 14.537445 6.607930 18.942731 13.0044843 1.7543860 0.9009009 3.0973451
6 32.920792 5.896806 78.624079 7.1960298 4.1975309 1.2254902 20.2020202
7 4.000000 0.000000 4.000000 10.0000000 4.0000000 12.0000000 16.0000000
8 22.321429 2.702703 27.927928 19.2660550 10.0917431 9.9099099 2.7027027
9 34.362934 7.335907 84.435798 12.7413127 12.0155039 0.0000000 26.6409266
10 30.081301 1.632653 64.754098 11.0655738 1.2195122 0.0000000 15.5102041
11 29.276316 1.967213 78.525641 3.8216561 2.8301887 0.0000000 9.3645485
12 30.660377 9.813084 60.280374 24.0740741 15.4929577 2.3255814 16.5094340
13 38.288288 37.471783 37.246050 39.8648649 41.5349887 42.5339367 28.1531532
14 26.780627 27.428571 45.584046 22.0289855 5.7306590 2.5787966 9.1168091
15 48.207171 4.466019 83.657588 33.3992095 9.3511450 2.6565465 30.6796117
16 7.236842 2.597403 56.862745 0.6535948 0.0000000 0.0000000 6.5359477
17 17.560976 2.803738 61.611374 7.1090047 0.4651163 0.0000000 24.0384615
18 NA NA NA NA NA NA NA
19 35.023041 9.722222 28.440367 11.4155251 4.1095890 2.2935780 1.3636364
20 4.845815 9.210526 4.405286 5.0632911 2.5531915 5.0847458 13.6752137
21 8.490566 0.952381 41.904762 9.5238095 7.6190476 0.0000000 3.7735849
22 17.085427 5.853659 54.245283 15.0234742 1.3824885 0.0000000 24.6445498
23 22.388060 13.333333 30.656934 18.5185185 11.6788321 5.8394161 5.1094891
24 44.307692 4.294479 79.821958 8.7349398 0.2958580 0.5917160 18.6708861
25 45.522388 16.176471 87.591241 5.8394161 0.7142857 0.0000000 9.3023256
26 37.631184 1.923077 77.647059 10.5341246 0.7309942 0.0000000 15.5624037
27 51.335312 9.821429 73.939394 35.1351351 1.1940299 0.0000000 9.4801223
28 38.547486 6.914894 44.808743 8.5106383 11.1731844 4.7619048 9.1891892
29 35.172414 4.166667 57.534247 16.5517241 4.0000000 2.6490066 26.7605634
30 10.714286 11.111111 62.295082 16.9642857 0.8333333 0.0000000 0.8474576
31 25.391850 5.625000 41.692790 17.9245283 5.2959502 2.1739130 10.9034268
32 7.276507 2.286902 29.166667 6.4315353 7.6763485 0.6185567 3.5714286
33 40.807175 1.333333 89.639640 23.6607143 0.4405286 0.0000000 5.3811659
34 40.077821 7.630522 81.322957 13.7931034 0.7547170 0.0000000 41.4342629
35 69.653179 10.724638 84.090909 27.1428571 19.4915254 0.8426966 19.6531792
36 29.288026 11.272142 59.354839 16.9082126 10.7717042 1.1272142 19.7749196
37 15.686275 8.496732 21.476510 7.2847682 4.6357616 0.6622517 6.7114094
38 23.469388 36.363636 32.653061 18.2795699 8.3333333 1.0309278 25.0000000
39 16.780822 7.876712 57.947020 11.1486486 0.9771987 0.0000000 30.9278351
40 1.562500 3.333333 22.580645 6.2500000 1.6129032 1.6129032 3.2258065
41 7.438017 5.785124 14.876033 9.1666667 4.1322314 2.5000000 5.8333333
42 19.934641 5.901639 31.803279 8.4967320 2.9411765 1.3114754 7.1895425
43 32.773109 7.563025 48.739496 15.1260504 10.0840336 1.6806723 19.4915254
44 46.244131 10.526316 88.596491 11.1842105 5.6521739 0.2123142 16.6666667
45 46.341463 2.439024 87.596899 23.1770833 10.6217617 0.0000000 6.7901235
46 37.859008 12.339332 81.861575 15.3266332 1.8823529 0.7075472 6.2189055
47 8.376963 2.094241 7.853403 4.1884817 10.9947644 15.1832461 3.6649215
48 17.153285 4.710145 42.028986 8.3333333 7.9710145 1.8115942 7.6086957
49 40.937500 1.562500 83.280757 10.6583072 7.2100313 0.0000000 7.9617834
50 NA NA NA NA NA NA NA
51 38.728324 5.232558 65.497076 19.8830409 10.1190476 2.3391813 29.1666667
52 47.368421 12.631579 51.408451 14.7368421 4.2105263 2.1052632 48.0701754
53 44.637681 4.571429 58.452722 23.8505747 8.2386364 1.6949153 36.1031519
54 14.285714 6.818182 18.320611 2.9850746 3.7313433 8.7301587 6.8702290
55 26.785714 37.288136 22.033898 38.9830508 36.8421053 44.0677966 28.0701754
56 28.136882 6.766917 61.992620 8.9887640 9.1911765 0.7272727 19.8443580
57 36.614173 9.055118 52.362205 16.5354331 6.2992126 0.3937008 21.3438735
58 55.491329 4.322767 86.206897 9.5652174 2.5862069 0.2873563 15.8045977
59 NA NA NA NA NA NA NA
60 41.384863 4.019293 83.922830 14.2394822 0.6410256 0.1605136 11.6129032
61 37.101064 2.516556 78.912467 8.2337317 1.5915119 0.0000000 11.7333333
62 32.258065 18.072289 42.971888 6.4257028 1.6064257 0.0000000 2.4096386
63 3.164557 3.164557 8.860759 2.5316456 3.8216561 0.0000000 1.2658228
64 69.811321 5.555556 72.222222 32.0754717 3.7037037 7.4074074 16.9811321
65 9.523810 5.000000 20.000000 10.0000000 0.0000000 0.0000000 4.7619048
66 40.555556 1.258993 86.135182 21.5411559 10.4273504 0.1686341 12.4074074
67 15.775401 4.232804 75.331565 9.3085106 0.7915567 0.5277045 12.7320955
C19H_w C19J_w C19K_w C17 C23 C5 C6
1 27.102804 34.722222 15.420561 9.361775 32.54225 36.082474 53.559322
2 11.784512 60.067114 27.551020 13.828652 38.74640 36.211699 61.494253
3 11.790393 55.291577 18.064516 14.452893 37.74129 47.847682 67.107438
4 15.657312 64.580370 40.857143 17.936306 43.00139 49.440994 38.868389
5 4.803493 21.929825 6.250000 11.556231 36.67169 65.486726 83.850932
6 17.215190 57.960199 23.514851 12.640545 38.16354 62.308998 51.355932
7 16.326531 20.408163 22.000000 4.573034 27.88571 27.906977 77.777778
8 5.405405 11.818182 2.752294 8.843750 34.06977 38.709677 74.157303
9 33.590734 56.976744 29.343629 11.611702 34.68085 40.750670 44.892473
10 30.327869 66.666667 57.894737 19.362595 41.74409 38.783270 56.273764
11 16.442953 56.435644 20.569620 18.877493 44.50857 56.410256 49.710983
12 21.226415 33.177570 25.821596 8.462322 32.99384 23.711340 59.387755
13 33.783784 31.674208 25.396825 9.013910 33.90187 14.461538 55.205047
14 14.204545 19.770774 10.795455 11.169065 35.20751 27.797834 52.142857
15 33.076923 77.756286 43.243243 19.732727 44.69216 46.539379 85.294118
16 8.496732 12.418301 1.333333 11.848039 37.51000 52.709360 57.843137
17 34.285714 49.056604 23.004695 10.787986 35.67883 7.266436 80.756014
18 NA NA NA 18.406687 45.89720 100.000000 59.161148
19 1.818182 20.091324 12.385321 10.040000 35.22380 22.070845 55.890411
20 14.592275 5.982906 4.721030 12.000000 36.73000 54.250000 49.250000
21 3.809524 22.641509 8.571429 NA 31.99600 30.737705 71.600000
22 35.545024 40.758294 19.626168 13.540146 40.93822 24.264706 75.925926
23 8.029197 35.294118 21.014493 5.189024 30.38911 16.285714 75.142857
24 21.543408 54.682779 24.260355 17.273224 43.40110 91.256831 52.054795
25 6.923077 80.291971 53.333333 11.835616 36.63839 27.678571 75.555556
26 23.270440 64.338782 36.592593 19.519737 45.58311 53.437095 40.129032
27 11.818182 61.261261 41.616766 NA 40.22715 71.568627 46.898263
28 15.135135 46.195652 10.439560 7.313725 30.00895 19.361702 48.903509
29 23.913043 54.362416 46.621622 8.884211 33.16667 23.466667 64.155844
30 2.631579 30.578512 7.563025 11.994220 39.58491 82.702703 70.430108
31 12.074303 28.301887 12.380952 11.041485 36.52203 36.345776 57.874016
32 4.842105 8.488613 4.421053 8.484018 34.42530 69.545455 66.565809
33 6.666667 53.777778 27.111111 15.251701 39.18345 64.666667 36.458333
34 38.524590 64.591440 32.818533 15.466276 42.87952 50.453172 35.014837
35 22.608696 80.965909 65.242165 16.838384 42.98477 100.000000 67.676768
36 19.967794 57.487923 26.136364 16.943560 41.25426 3.818953 47.289720
37 10.135135 17.218543 9.271523 6.159744 31.93939 63.030303 63.880597
38 29.473684 15.463918 11.340206 7.511905 30.82778 46.601942 60.591133
39 32.871972 30.819672 23.606557 16.288235 40.26866 26.627219 74.705882
40 3.225806 9.836066 1.612903 6.447761 31.23026 76.373626 79.411765
41 6.779661 10.743802 6.666667 9.568966 35.45890 51.895044 67.787115
42 10.784314 20.327869 13.486842 NA 38.40811 25.198939 78.457447
43 21.367521 38.983051 20.338983 7.909091 30.26244 29.223744 62.895928
44 27.400468 55.629139 26.200873 18.727969 46.75577 34.482759 39.080460
45 7.761194 67.866324 35.824742 17.003976 43.66203 33.521657 62.197393
46 6.234414 43.405276 24.574209 16.692790 43.33461 100.000000 63.036810
47 13.089005 7.329843 4.188482 12.599119 37.88372 59.143969 52.156863
48 15.942029 24.727273 11.594203 14.101190 37.86392 62.138728 53.623188
49 11.250000 48.417722 26.332288 14.651852 39.00000 38.957816 54.342432
50 NA NA NA NA NA 23.157895 33.684211
51 37.278107 56.321839 32.163743 7.809384 30.64516 21.994135 76.246334
52 51.929825 52.631579 34.035088 11.379487 32.10513 20.051414 56.923077
53 37.356322 66.666667 45.454545 15.992537 40.92112 42.997543 64.603960
54 4.477612 13.636364 5.223881 5.789954 31.59091 79.185520 70.967742
55 21.052632 20.689655 25.423729 11.419355 37.70238 34.042553 55.789474
56 16.078431 52.434457 15.867159 13.649596 39.92458 43.478261 76.010782
57 32.015810 63.779528 48.425197 11.301994 37.18750 87.818697 9.039548
58 24.137931 66.091954 34.293948 15.907692 39.23136 41.131105 67.179487
59 NA NA NA 11.405204 37.33725 78.545455 38.043478
60 14.009662 47.504026 32.419355 NA 51.32191 68.930390 34.074074
61 7.877170 67.639257 40.425532 14.621562 41.63072 56.810631 52.164262
62 10.843373 24.497992 6.024096 6.799257 27.62782 89.338235 89.338235
63 3.773585 10.062893 5.732484 7.508824 37.19074 45.308311 71.815718
64 16.981132 77.358491 54.716981 9.311111 32.35366 31.578947 50.526316
65 5.000000 15.789474 20.000000 NA 37.72906 43.457944 47.598253
66 20.260223 66.495726 21.837088 18.525473 43.17188 43.839542 47.058824
67 21.010638 53.439153 21.693122 22.739130 46.90909 52.173913 79.259259
UNI_EDU SPECIAL C22
1 97.96610 72.44898 51.71233
2 67.69663 70.90909 36.91460
3 82.14876 70.21631 55.53719
4 63.23338 41.85137 40.82687
5 86.80352 43.65325 10.91445
6 96.25850 64.29840 36.48649
7 98.86364 22.98851 50.00000
8 89.07104 81.42077 37.63441
9 88.77005 90.76087 49.20213
10 96.57795 60.07605 64.63878
11 93.42857 71.34670 43.46591
12 96.45094 86.49789 43.17719
13 99.53775 76.22047 50.46440
14 89.44544 27.50929 39.67391
15 71.71904 48.42932 53.91621
16 99.01961 80.78818 42.15686
17 67.70833 47.51773 43.29897
18 93.22957 82.17899 43.14330
19 80.11050 77.20798 33.15068
20 97.25000 71.75000 36.50000
21 79.60000 81.70213 40.40000
22 81.68498 51.48148 58.39416
23 97.42857 55.17241 28.85714
24 74.59016 55.61644 55.19126
25 95.57522 79.20354 45.37445
26 75.53476 36.60834 40.10349
27 65.60847 56.11702 46.99739
28 88.86510 69.08316 44.87179
29 74.63557 68.33333 47.50656
30 68.36158 24.85876 35.00000
31 99.22780 72.12121 27.60618
32 86.98941 33.88805 21.45015
33 85.63218 73.00613 41.91617
34 73.37278 38.32335 32.64706
35 72.91139 50.12658 42.42424
36 99.02643 12.46418 17.93103
37 90.93656 92.55663 42.34234
38 86.15385 67.03297 45.54455
39 80.29851 58.45697 72.35294
40 94.76744 85.92593 35.05747
41 82.78932 55.85284 52.57143
42 86.93333 62.46649 31.83024
43 81.44796 68.18182 60.63348
44 81.80077 57.77351 39.27203
45 85.05976 65.26946 50.39526
46 89.25926 64.33915 50.41841
47 78.74016 61.41732 39.68872
48 93.57798 73.08869 51.07692
49 86.17284 75.87065 45.92593
50 72.70341 71.08108 27.67624
51 70.67449 64.70588 62.46334
52 82.30769 76.09254 64.58333
53 68.56436 48.50000 53.76884
54 40.38462 48.27586 29.09091
55 93.68421 39.36170 58.94737
56 84.28184 69.56522 62.05962
57 99.43503 46.02273 23.66197
58 96.66667 88.60104 41.02564
59 95.20295 65.18519 34.90196
60 60.46875 68.01872 45.91382
61 69.57520 37.85961 38.50385
62 99.26471 77.20588 45.22059
63 81.55080 52.60274 43.75000
64 91.07143 31.91489 44.94382
65 91.81818 72.60274 50.21097
66 86.33094 41.21037 45.17986
67 93.70460 78.93462 27.05314RData & RDS
R’s own file formats- R Data:
- .RData or .rda extensions
- can contain several objects with their names 😳
- “serialized” RData:
- .rds file extension
- contains one object without a name
- advantages ➕:
- extremely flexible
- pretty fast and/or efficient way to store data
- downside ➖:
- not really used by any other programs
load("data/files/leaders-twitter.Rdata")
save("elites.data", file = "data/files/leaders-twitter2.Rdata")
str(elites.data, give.head = T)List of 6
$ US :'data.frame': 666 obs. of 23 variables:
..$ merge : chr [1:666] "adl_initiative" "alangrayson" "alannunnelee" "alfranken" ...
..$ id : int [1:666] 31455249 41017380 35663608 7334402 17220934 237403203 20209807 30912937 38401099 19677673 ...
..$ screen_name : chr [1:666] "ADL_Initiative" "AlanGrayson" "AlanNunnelee" "alfranken" ...
..$ verified : logi [1:666] FALSE FALSE FALSE TRUE TRUE TRUE ...
..$ url : chr [1:666] "http://www.ADLnet.gov" "http://graysonforcongress.com" "http://senatornunnelee.com" "http://www.alfranken.com/" ...
..$ created_at : chr [1:666] "Wed Apr 15 17:01:11 +0000 2009" "Tue May 19 01:00:40 +0000 2009" "Mon Apr 27 03:55:12 +0000 2009" "Sun Jul 08 21:48:38 +0000 2007" ...
..$ name : chr [1:666] "ADL Initiative" "Alan Grayson" "Alan Nunnelee" "Al Franken" ...
..$ followers_count: int [1:666] 1281 32086 210 100863 2536631 98740 4774 2564 4239 10657 ...
..$ location : chr [1:666] "Alexandria, VA, USA" "Orlando, FL" "Tupelo, MS" "Minnesota" ...
..$ description : chr [1:666] "Advanced Distributed Learning Initiative" "" "Senator, State of Mississippi" "Official TeamFranken Twitter feed" ...
..$ time_zone : chr [1:666] "Eastern Time (US & Canada)" "Eastern Time (US & Canada)" "Central Time (US & Canada)" "Central Time (US & Canada)" ...
..$ listed_count : int [1:666] 119 1988 16 5176 36583 2427 521 145 265 518 ...
..$ lang : chr [1:666] "en" "en" "en" "en" ...
..$ friends_count : int [1:666] 207 6 1 20992 9 52 112 596 393 790 ...
..$ statuses_count : int [1:666] 2291 481 1 1132 695 701 386 696 2261 47 ...
..$ dw.nom.1 : num [1:666] NA -0.384 0.464 -0.472 NA 0.467 0.367 NA NA -0.275 ...
..$ icpsr.id : int [1:666] NA 20908 21147 40904 NA 21119 20111 NA NA 20302 ...
..$ nameid : chr [1:666] NA "G000556" "N000186" NA ...
..$ title : chr [1:666] "Others" "House" "House" "Senate" ...
..$ party : chr [1:666] "Nonpartisan" "D" "R" "D" ...
..$ state : chr [1:666] NA NA "MS" NA ...
..$ gender : chr [1:666] NA NA "M" NA ...
..$ idealPoint : num [1:666] NA NA 0.829 NA NA ...
$ UK :'data.frame': 362 obs. of 4 variables:
..$ id : int [1:362] 16884084 14561015 14758838 19858924 15157283 66774405 60738400 101712079 36664451 55253731 ...
..$ screen_name : chr [1:362] "BrandonLewis" "damian57" "DamianCollins" "Michael_Ellis1" ...
..$ followers_count: int [1:362] 3300 2319 3780 1280 5143 3274 2302 2062 2599 3332 ...
..$ party : chr [1:362] "conservatives" "conservatives" "conservatives" "conservatives" ...
$ spain :'data.frame': 298 obs. of 4 variables:
..$ id : int [1:298] 343447873 16084460 21361705 304287573 18238467 301388743 20509689 50982086 249122306 76914701 ...
..$ screen_name : chr [1:298] "marianorajoy" "patxilopez" "JoseantonioJun" "_Rubalcaba_" ...
..$ followers_count: int [1:298] 354256 152766 136280 136196 109201 92172 75649 73222 65644 64707 ...
..$ party : chr [1:298] "pp" "psoe" "psoe" "psoe" ...
$ NL :'data.frame': 189 obs. of 4 variables:
..$ id : int [1:189] 232306249 232296344 232294322 232283885 232297519 232305704 232292382 232307064 250842297 250519781 ...
..$ screen_name : chr [1:189] "50PlusZeeland" "50PlusUtrecht" "50PlusO_IJssel" "50PlusFriesland" ...
..$ followers_count: int [1:189] 107 78 81 122 100 408 86 136 14 28 ...
..$ party : chr [1:189] "vijftigplus" "vijftigplus" "vijftigplus" "vijftigplus" ...
$ germany:'data.frame': 765 obs. of 4 variables:
..$ id : int [1:765] 446558723 742830624 866494242 1375039512 1347962725 1448790385 1370417857 1269042739 1414088353 1339144020 ...
..$ screen_name : chr [1:765] "_kraftsebastian" "Achim_Reinhardt" "ACichowicz" "AfD_Bayern" ...
..$ followers_count: int [1:765] 582 563 1765 452 357 103 114 629 272 373 ...
..$ party : chr [1:765] "journalisten" "journalisten" "journalisten" "AFD" ...
$ italy :'data.frame': 215 obs. of 4 variables:
..$ id : int [1:215] 399720804 16562213 540895773 228010525 460264679 426708964 45937235 376218450 372344749 149060372 ...
..$ screen_name : chr [1:215] "_alessiovinci" "_arianna" "ale_moretti" "AlemannoTW" ...
..$ followers_count: int [1:215] 9934 19185 9936 32479 34877 429782 26935 37278 37916 73324 ...
..$ party : chr [1:215] "" "" "PD" "PDL" ...JSON
- JavaScript Object Notation (JSON)
- plain text file
- two standards to save the same .json file type
- JSON Lines: one record per line, like a csv (use
jsonlite::stream_in()) - JSON: all records in one JSON string (use
jsonlite::fromJSON()
- JSON Lines: one record per line, like a csv (use
- advantages ➕:
- very flexible beyond tabular data
- widely used on the internet
- downside ➖:
- allows for mind bending complexity (as we’ve seen yesterday)
json_file <- repurrrsive::gh_repos_json()
gh_repos <- jsonlite::fromJSON(json_file, simplifyDataFrame = FALSE)
gh_repos |>
lobstr::tree(max_length = 20)<list>
├─<list>
│ ├─<list>
│ │ ├─id: 61160198
│ │ ├─name: "after"
│ │ ├─full_name: "gaborcsardi/after"
│ │ ├─owner: <list>
│ │ │ ├─login: "gaborcsardi"
│ │ │ ├─id: 660288
│ │ │ ├─avatar_url: "https://avatars.githubuserconten..."
│ │ │ ├─gravatar_id: ""
│ │ │ ├─url: "https://api.github.com/users/gab..."
│ │ │ ├─html_url: "https://github.com/gaborcsardi"
│ │ │ ├─followers_url: "https://api.github.com/users/gab..."
│ │ │ ├─following_url: "https://api.github.com/users/gab..."
│ │ │ ├─gists_url: "https://api.github.com/users/gab..."
│ │ │ ├─starred_url: "https://api.github.com/users/gab..."
│ │ │ ├─subscriptions_url: "https://api.github.com/users/gab..."
│ │ │ ├─organizations_url: "https://api.github.com/users/gab..."
│ │ │ ├─repos_url: "https://api.github.com/users/gab..."
...
Complete! Processed total of 362 rows.{"id":16884084,"screen_name":"BrandonLewis","followers_count":3300,"party":"conservatives"} {"id":14561015,"screen_name":"damian57","followers_count":2319,"party":"conservatives"} {"id":14758838,"screen_name":"DamianCollins","followers_count":3780,"party":"conservatives"} {"id":19858924,"screen_name":"Michael_Ellis1","followers_count":1280,"party":"conservatives"} {"id":15157283,"screen_name":"SteveBakerMP","followers_count":5143,"party":"conservatives"} {"id":66774405,"screen_name":"MarkReckless","followers_count":3274,"party":"conservatives"}Excercises 1
- Download the file from this address into the “data” folder and name it “internet_usage.xlsx” using R: https://api.worldbank.org/v2/en/indicator/IT.NET.USER.ZS?downloadformat=excel
- Reproduce this plot (hint: you can get grey out cases with
gghighlight):
- I created a terrible CSV file. Try to read it in anyway: “data/csv-bad-example.csv”
- Even when you manage to read in the file, the table still has issue. Explain what they are and how to correct them (hint: look at the data types of the columns)
Transparent and efficient use of files
Directory Structure
Weidmann (2023) suggest that your research project should have this directory structure:
- raw/
- What lives here: raw data you collected yourself or that comes from other sources
- What to do with the content: read only!
- analysis/
- What lives here: cleaned/intermediate/analysis data and the analysis scripts that produced them
- What does not live here: data that can’t be recreated from the raw data with the analysis scripts
- What to do with the content: read input data and write intermediate data; produce analysis results
- replication/
- What lives here: properly anonymized, cleaned data that is ready to be shared with others
- What to do with the content: write-only (at the end of a project)
Directory Structure
I find this structure more sensible:
- data/
- What lives here: all raw data and intermediate data
- What to do with the content: write data produced with an analysis script from a previous version of the data
- analysis/
- What lives here: the RMD/Quarto files that clean, wrangle, and analyse the data
- What does not live here: data
- What to do with the content: execute the files to take a step in the data analysis pipeline
- communication/
- What lives here: presentations and paper(s) communicating the results or status of your project
- readme: explains how everything belongs together
My preferred data structure:
my_awsome_paper
├── analysis
│ ├── 01._ingest-and-clean.qmd
│ ├── 02._annotation.qmd
│ └── 03._visualisationa-and-modelling.qmd
├── communication
│ ├── paper.qmd
│ └── slides.qmd
├── data
│ ├── 00._raw.csv
│ ├── 01._clean.rds
│ ├── 02._annotated.rds
│ └── 03._final.rds
└── readme.md
4 directories, 10 files
Projects and relative paths
Specifically RStudio projects are a good way to organise your data, analysis scripts and academic output. This does not change your workflow dramatically, but makes your projects portable (and easier to back up). When working in a project, you can reference data by it’s relative position to the project’s main folder. This will mean that if the folder is copied to a different location, all your code will still run. The best example is the project we are in now.
This will work on your computer:
This won’t, even though it works on my machine 😛:
RStudio projects are not really necessary for this, especially given that Quarto sets the working directory of your documents to it’s source location by default. But the idea of keeping everything together can save you a lot of time otherwise spent on debugging issues (your own or these of others).
File names
File names should be:
- machine-readable
- human-readable
- sort well
- start with a number (should lead with 0 if necessary)
- do not use capitalisation (file names are treated differently on Windows)
- no whitespace: use
_to separate parts of the name (number, step, etc); use-to separate words (“ingest and clean”)
my_awsome_paper
├── analysis
│ ├── 01._ingest-and-clean.qmd
│ ├── 02._annotation.qmd
│ └── 03._visualisationa-and-modelling.qmd
├── communication
│ ├── paper.qmd
│ └── slides.qmd
├── data
│ ├── 00._raw.csv
│ ├── 01._clean.rds
│ ├── 02._annotated.rds
│ └── 03._final.rds
└── readme.md
4 directories, 10 files
Make Files
For example, GNU Make is a tool which controls the generation of executables and other non-source files of a program from the program’s source files. It implements a paradigm that can be very useful in projects:
- The make file contains the order in which results are built from the raw files: that is data and analysis scripts
- When running the make command, make checks which files are up to date and which ones need (re-)building
Make files can help you keep track of your ongoing projects by making sure all files that depend on each other are up to data. You can check out the {targets} R package, which implements some advanced control over your projects and some nice visualisations. But the basic idea is simple:
Make Files
Say you found an issue in your pre-processing. You fix the issue and re-run the pre-processing script. But what else needs to be fixed? From the perspective of make, everything in the flowchart above after the pre-processing step needs to be rebuilt. If you name your files in a sensible way and record the order of things, that should be no problem. You can use a little functions that implements make-like processing
make_quarto <- function(files,
destfiles = NULL,
output_ext = ".html",
...) {
if (is.null(destfiles)) destfiles <- paste0(tools::file_path_sans_ext(files), output_ext)
# the oldest file should be the first source file, I record the first destfile, since it should be newer
t <- file.info(destfiles[1])$ctime
for (i in seq_along(files)) {
if (
# render file if source is newer than destination
isTRUE(file.info(files[i])$ctime >= file.info(destfiles[i])$ctime) ||
# or if output is NOT newer than previous destination file
!isTRUE(file.info(destfiles[i])$ctime >= t)
) {
cli::cli_progress_step("Making {destfiles[i]}.")
quarto::quarto_render(
input = files[i],
output_file = destfiles[i]
)
cli::cli_progress_done()
} else {
cli::cli_inform(c("v" = "{destfiles[i]} already up to date."))
}
t <- file.info(destfiles[i])$ctime
}
}This is very barebones compared to the targets package, but I never really needed any of the other functions. Mostly I have been using the actual GNU make, but it’s syntax is quite different from other programs and it is not installed by default on Windows.
Excercise 2
- set up a directory for your research project and fill it with the mock data and analysis files you imagine you need
- write a readme file that contains documentation of your file structure
- Present it to the class
Working with many files at the same time
Reading multiple files
Let’s say your data is spread over several files:
[1] "data/files/csv-example-quotes.csv"
[2] "data/files/csv-example-semicolon.csv"
[3] "data/files/csv-example.csv" You can read in one file without an issue:
numa ida numb idb kmdist midist capnamea
1 2 USA 20 CAN 738.31 460.56 Washington, DC
2 2 USA 31 BHM 1639.23 1022.12 Washington, DC
3 2 USA 40 CUB 1831.13 1141.30 Washington, DC
4 2 USA 41 HAI 2308.86 1439.25 Washington, DC
5 2 USA 42 DOM 2381.58 1485.71 Washington, DC
6 2 USA 51 JAM 2338.15 1458.44 Washington, DC
7 2 USA 52 TRI 3528.94 2200.79 Washington, DC
8 2 USA 53 BAR 3363.30 2096.76 Washington, DC
9 2 USA 54 DMA 3240.08 2021.01 Washington, DC
10 2 USA 55 GRN 3365.32 2098.78 Washington, DC
11 2 USA 56 SLU 3211.80 2002.83 Washington, DC
12 2 USA 57 SVG 3272.40 2040.20 Washington, DC
13 2 USA 58 AAB 2862.34 1784.67 Washington, DC
14 2 USA 60 SKN 2787.60 1738.21 Washington, DC
15 2 USA 80 BLZ 2632.06 1641.25 Washington, DC
16 2 USA 70 MEX 3054.24 1903.85 Washington, DC
17 2 USA 90 GUA 3022.93 1884.66 Washington, DC
18 2 USA 91 HON 2951.22 1840.22 Washington, DC
19 2 USA 92 SAL 3054.24 1904.86 Washington, DC
20 2 USA 93 NIC 3134.03 1954.35 Washington, DC
21 2 USA 94 COS 3314.82 2067.47 Washington, DC
22 2 USA 95 PAN 3358.25 2093.73 Washington, DC
23 2 USA 100 COL 3846.08 2397.74 Washington, DC
24 2 USA 101 VEN 3382.49 2108.88 Washington, DC
25 2 USA 110 GUY 4049.09 2525.00 Washington, DC
26 2 USA 115 SUR 4315.73 2690.64 Washington, DC
27 2 USA 130 ECU 4357.14 2716.90 Washington, DC
28 2 USA 135 PER 5707.51 3558.23 Washington, DC
29 2 USA 140 BRA 6789.22 4233.92 Washington, DC
30 2 USA 145 BOL 6231.70 3885.47 Washington, DC
31 2 USA 150 PAR 7456.83 4650.04 Washington, DC
32 2 USA 155 CHL 8095.15 5046.97 Washington, DC
33 2 USA 160 ARG 8401.18 5238.87 Washington, DC
34 2 USA 165 URU 8465.82 5278.26 Washington, DC
35 2 USA 200 UK 5991.32 3735.99 Washington, DC
36 2 USA 205 IRE 5499.45 3428.95 Washington, DC
37 2 USA 210 NTH 6259.98 3903.65 Washington, DC
38 2 USA 211 BEL 6308.46 3932.94 Washington, DC
39 2 USA 212 LUX 6444.81 4018.79 Washington, DC
40 2 USA 220 FRN 6255.94 3900.62 Washington, DC
41 2 USA 221 MNC 6819.52 4252.10 Washington, DC
42 2 USA 223 LIE 6794.27 4236.95 Washington, DC
43 2 USA 225 SWZ 6695.29 4175.34 Washington, DC
44 2 USA 230 SPN 6166.05 3844.06 Washington, DC
45 2 USA 232 AND 6446.83 4019.80 Washington, DC
46 2 USA 235 POR 5816.59 3626.91 Washington, DC
47 2 USA 255 GMY 6806.39 4244.02 Washington, DC
48 2 USA 260 GFR 6496.32 4051.11 Washington, DC
49 2 USA 265 GDR 6806.39 4244.02 Washington, DC
50 2 USA 290 POL 7268.97 4532.88 Washington, DC
51 2 USA 300 AUH 7201.30 4490.46 Washington, DC
52 2 USA 305 AUS 7201.30 4490.46 Washington, DC
53 2 USA 310 HUN 7441.68 4639.94 Washington, DC
54 2 USA 315 CZE 6974.05 4348.05 Washington, DC
55 2 USA 316 CZR 6974.05 4348.05 Washington, DC
56 2 USA 317 SLO 7254.83 4523.79 Washington, DC
57 2 USA 325 ITA 7345.73 4580.35 Washington, DC
58 2 USA 331 SNM 7175.04 4474.30 Washington, DC
59 2 USA 338 MLT 7804.27 4866.18 Washington, DC
60 2 USA 339 ALB 7854.77 4897.49 Washington, DC
61 2 USA 345 SER 7711.35 4807.60 Washington, DC
62 2 USA 341 MNG 7730.54 4820.73 Washington, DC
63 2 USA 343 MAC 7911.33 4932.84 Washington, DC
64 2 USA 344 CRO 7347.75 4581.36 Washington, DC
65 2 USA 345 YUG 7711.35 4807.60 Washington, DC
66 2 USA 346 BOS 7637.62 4762.15 Washington, DC
67 2 USA 349 SLV 7193.22 4485.41 Washington, DC
68 2 USA 350 GRC 8326.44 5192.41 Washington, DC
69 2 USA 352 CYP 9210.19 5742.86 Washington, DC
70 2 USA 355 BUL 8031.52 5007.58 Washington, DC
71 2 USA 359 MLD 8049.70 5018.69 Washington, DC
72 2 USA 360 RUM 8086.06 5041.92 Washington, DC
73 2 USA 365 RUS 7951.73 4958.09 Washington, DC
74 2 USA 366 EST 7050.81 4396.53 Washington, DC
75 2 USA 367 LAT 7197.26 4488.44 Washington, DC
76 2 USA 368 LIT 7393.20 4609.64 Washington, DC
77 2 USA 369 UKR 7936.58 4949.00 Washington, DC
78 2 USA 370 BLR 7575.00 4722.76 Washington, DC
79 2 USA 371 ARM 9512.18 5930.72 Washington, DC
80 2 USA 372 GRG 9527.33 5940.82 Washington, DC
81 2 USA 373 AZE 9805.08 6113.53 Washington, DC
82 2 USA 375 FIN 7003.34 4367.24 Washington, DC
83 2 USA 380 SWD 6713.47 4186.45 Washington, DC
84 2 USA 385 NOR 6322.60 3942.03 Washington, DC
85 2 USA 390 DEN 6600.35 4115.75 Washington, DC
86 2 USA 395 ICE 4571.26 2850.22 Washington, DC
87 2 USA 402 CAP 5772.15 3599.64 Washington, DC
88 2 USA 403 STP 9506.12 5927.69 Washington, DC
89 2 USA 404 GNB 6828.61 4258.16 Washington, DC
90 2 USA 411 EQG 9698.02 6046.87 Washington, DC
91 2 USA 420 GAM 6605.40 4118.78 Washington, DC
92 2 USA 432 MLI 7426.53 4630.85 Washington, DC
93 2 USA 433 SEN 6464.00 4030.91 Washington, DC
94 2 USA 434 BEN 8772.86 5470.16 Washington, DC
95 2 USA 435 MAA 6332.70 3948.09 Washington, DC
96 2 USA 436 NIR 8247.66 5142.92 Washington, DC
97 2 USA 437 CDI 8073.94 5033.84 Washington, DC
98 2 USA 438 GUI 7143.73 4454.10 Washington, DC
99 2 USA 439 BFO 7996.17 4986.37 Washington, DC
100 2 USA 450 LBR 7602.27 4739.93 Washington, DC
101 2 USA 451 SIE 7243.72 4516.72 Washington, DC
102 2 USA 452 GHA 8625.40 5378.25 Washington, DC
103 2 USA 461 TOG 8644.59 5390.37 Washington, DC
104 2 USA 471 CAO 9753.57 6081.21 Washington, DC
105 2 USA 475 NIG 8831.44 5506.52 Washington, DC
106 2 USA 481 GAB 9792.96 6106.46 Washington, DC
107 2 USA 482 CEN 10311.09 6429.66 Washington, DC
108 2 USA 483 CHA 9431.38 5881.23 Washington, DC
109 2 USA 484 CON 10588.84 6602.37 Washington, DC
110 2 USA 490 DRC 10588.84 6602.37 Washington, DC
111 2 USA 500 UGA 11790.74 7351.79 Washington, DC
112 2 USA 501 KEN 12237.16 7629.54 Washington, DC
113 2 USA 510 TAZ 12817.91 7992.13 Washington, DC
114 2 USA 511 ZAN 12812.86 7989.10 Washington, DC
115 2 USA 516 BUI 11739.23 7319.47 Washington, DC
116 2 USA 517 RWA 11672.57 7278.06 Washington, DC
117 2 USA 520 SOM 12707.82 7923.45 Washington, DC
118 2 USA 522 DJI 11770.54 7339.67 Washington, DC
119 2 USA 530 ETH 11628.13 7249.78 Washington, DC
120 2 USA 531 ERI 11151.41 6952.84 Washington, DC
121 2 USA 540 ANG 10683.78 6661.96 Washington, DC
122 2 USA 541 MZM 13537.03 8440.57 Washington, DC
123 2 USA 551 ZAM 12498.75 7793.16 Washington, DC
124 2 USA 552 ZIM 12848.21 8011.32 Washington, DC
125 2 USA 553 MAW 12816.90 7992.13 Washington, DC
126 2 USA 560 SAF 13118.89 8179.99 Washington, DC
127 2 USA 563 TRA 13118.89 8179.99 Washington, DC
128 2 USA 564 OFS 13178.48 8217.36 Washington, DC
129 2 USA 565 NAM 11976.58 7467.94 Washington, DC
130 2 USA 570 LES 13254.23 8264.83 Washington, DC
131 2 USA 571 BOT 12857.30 8016.37 Washington, DC
132 2 USA 572 SWA 13419.87 8367.85 Washington, DC
133 2 USA 580 MAG 14367.25 8958.70 Washington, DC
134 2 USA 581 COM 13516.83 8427.44 Washington, DC
135 2 USA 590 MAS 15357.05 9575.81 Washington, DC
136 2 USA 591 SEY 14051.12 8761.75 Washington, DC
137 2 USA 600 MOR 6248.87 3896.58 Washington, DC
138 2 USA 615 ALG 6892.24 4297.55 Washington, DC
139 2 USA 616 TUN 7450.77 4646.00 Washington, DC
140 2 USA 620 LIB 7952.74 4959.10 Washington, DC
141 2 USA 625 SUD 10682.77 6660.95 Washington, DC
142 2 USA 630 IRN 10335.33 6444.81 Washington, DC
143 2 USA 640 TUR 8869.82 5530.76 Washington, DC
144 2 USA 645 IRQ 10087.88 6290.28 Washington, DC
145 2 USA 651 EGY 9448.55 5891.33 Washington, DC
146 2 USA 652 SYR 9564.70 5964.05 Washington, DC
147 2 USA 660 LEB 9505.11 5926.68 Washington, DC
148 2 USA 663 JOR 9693.98 6044.85 Washington, DC
149 2 USA 666 ISR 9543.49 5950.92 Washington, DC
150 2 USA 670 SAU 11007.99 6863.96 Washington, DC
151 2 USA 678 YAR 11571.57 7215.44 Washington, DC
152 2 USA 679 YEM 11571.57 7215.44 Washington, DC
153 2 USA 680 YPR 11875.58 7404.31 Washington, DC
154 2 USA 690 KUW 10659.54 6646.81 Washington, DC
155 2 USA 692 BAH 11127.17 6938.70 Washington, DC
156 2 USA 694 QAT 11169.59 6963.95 Washington, DC
157 2 USA 696 UAE 11501.88 7172.01 Washington, DC
158 2 USA 698 OMA 11832.15 7378.05 Washington, DC
159 2 USA 700 AFG 11295.84 7043.74 Washington, DC
160 2 USA 701 TKM 10511.07 6553.89 Washington, DC
161 2 USA 702 TAJ 10881.74 6785.18 Washington, DC
162 2 USA 703 KYR 10671.66 6653.88 Washington, DC
163 2 USA 704 UZB 10598.94 6609.44 Washington, DC
164 2 USA 705 KZK 10645.40 6637.72 Washington, DC
165 2 USA 710 CHN 11348.36 7076.06 Washington, DC
166 2 USA 711 TBT 12415.93 7741.65 Washington, DC
167 2 USA 712 MON 10549.45 6578.13 Washington, DC
168 2 USA 713 TAW 12774.48 7964.86 Washington, DC
169 2 USA 730 KOR 11330.18 7063.94 Washington, DC
170 2 USA 731 PRK 11156.46 6955.87 Washington, DC
171 2 USA 732 ROK 11330.18 7063.94 Washington, DC
172 2 USA 740 JPN 11069.60 6902.34 Washington, DC
173 2 USA 750 IND 12227.06 7623.48 Washington, DC
174 2 USA 760 BHU 12676.51 7904.26 Washington, DC
175 2 USA 770 PAK 11545.31 7199.28 Washington, DC
176 2 USA 771 BNG 13130.00 8187.06 Washington, DC
177 2 USA 775 MYA 13997.59 8727.41 Washington, DC
178 2 USA 780 SRI 14613.69 9112.22 Washington, DC
179 2 USA 790 NEP 12575.51 7841.64 Washington, DC
180 2 USA 781 MAD 14550.06 9072.83 Washington, DC
181 2 USA 800 THI 14369.27 8959.71 Washington, DC
182 2 USA 811 CAM 14598.54 9103.13 Washington, DC
183 2 USA 812 LAO 13924.87 8681.96 Washington, DC
184 2 USA 815 VNM 14622.78 9117.27 Washington, DC
185 2 USA 816 DRV 13480.47 8405.22 Washington, DC
186 2 USA 817 RVN 14622.78 9118.28 Washington, DC
187 2 USA 820 MAL 15503.50 9666.71 Washington, DC
188 2 USA 830 SIN 15727.72 9806.09 Washington, DC
189 2 USA 835 BRU 15190.40 9471.78 Washington, DC
190 2 USA 840 PHI 13972.34 8712.26 Washington, DC
191 2 USA 850 INS 16500.37 10288.87 Washington, DC
192 2 USA 860 ETM 16112.53 10046.47 Washington, DC
193 2 USA 900 AUL 16082.23 10028.29 Washington, DC
194 2 USA 910 PNG 14641.97 9129.39 Washington, DC
195 2 USA 920 NEW 14198.58 8852.65 Washington, DC
196 2 USA 935 VAN 13476.43 8403.20 Washington, DC
197 2 USA 940 SOL 13607.73 8485.01 Washington, DC
198 2 USA 950 FJI 12603.79 7858.81 Washington, DC
199 2 USA 983 MSI 11574.60 7216.45 Washington, DC
200 2 USA 986 PAL 14054.15 8762.76 Washington, DC
201 2 USA 987 FSM 12505.82 7798.21 Washington, DC
202 2 USA 990 WSM 12850.23 8012.33 Washington, DCBut how do you read in several?
Reading multiple files
- Get file names in one vector
[1] "data/files/csv-example-quotes.csv"
[2] "data/files/csv-example-semicolon.csv"
[3] "data/files/csv-example.csv" - Define reading function
- Loop over files
- Bind into one table
Error in `bind_rows()`:
! Can't combine `..1$kmdist` <double> and `..2$kmdist` <character>.-> change the read_dat function until all data frames are the same
Files as databases: Why?
- when working with larger datasets, the available memory of your computer becomes an issue
- “big data” is often defined as datasets larger than your memory
- in these cases you have three choices
- Let each file Quarto file do less (you don’t have to have different slightly different objects)
- Chunk your analysis. Often, you can perform analysis or pre-processing on one subset of the data after the other and combine the results
- Get better hardware or use cloud computing (both are expensive, but possible)
Files as databases: How?
Let’s have a look at 2. since it might not be entirely clear. Let’s get a big file first:
corp_hoc <- "data/Corp_HouseOfCommons_V2.rds"
if (!file.exists(corp_hoc)) {
library(dataverse)
Sys.setenv("DATAVERSE_SERVER" = "dataverse.harvard.edu")
# get dataset by doi
ds <- get_dataset("doi:10.7910/DVN/L4OAKN")
# you can inspect that object with
# as_tibble(ds[["files"]][, c("label", "id")])
url <- get_file(3758859L,
dataset = "doi:10.7910/DVN/ZY3RV7",
return_url = TRUE)
curl::curl_download(url, destfile = corp_hoc, quiet = FALSE)
}
corp_hoc_df <- readRDS(corp_hoc) |>
mutate(date = as.Date(date))Let’s say this was not stored as one file, but a colelction of CSV files:
if (!dir.exists("data/house_of_commons")) {
# I split this into file just for demonstration puposes
corp_hoc_list <- split(corp_hoc_df, corp_hoc_df$party)
dir.create("data/house_of_commons")
for (party in names(corp_hoc_list)) {
rio::export(corp_hoc_list[[party]], paste0("data/house_of_commons/", party, ".csv"))
}
}
list.files("data/house_of_commons") [1] "APNI.csv" "Birkenhead Social Justice.csv"
[3] "Change UK.csv" "Con.csv"
[5] "DUP.csv" "GPEW.csv"
[7] "Independent.csv" "Lab.csv"
[9] "LibDem.csv" "other.csv"
[11] "PlaidCymru.csv" "Referendum.csv"
[13] "Respect.csv" "SDLP.csv"
[15] "SDP.csv" "SNP.csv"
[17] "The Independents.csv" "UKIP.csv"
[19] "UKUP.csv" "UPUP.csv"
[21] "UUP.csv" Files as databases: How?
We could read all of them in and combine them, like above. Or we can use arrow to treat them as a database:
The corp_hoc_con is way smaller than the actual data object:
504 bytes[1] "2269.5 Mb"Yet we can still treat it like a normal data.frame:
corp_hoc_con |>
mutate(date = as.Date(date)) |>
filter(date >= "2000-01-01",
date < "2001-01-01") |>
select(party) |>
collect() |>
count(party, sort = TRUE)# A tibble: 11 × 2
party n
<chr> <int>
1 Lab 31786
2 Con 21703
3 LibDem 5370
4 UUP 842
5 PlaidCymru 373
6 other 140
7 SNP 119
8 Independent 85
9 DUP 67
10 SDLP 64
11 UKUP 56The only difference is that we have to call collect at some point, to load the data into memory. Since we can filter it though, the memory footprint will still be much smaller. We could also
Exercises 3
- When might it make sense to treat a folder full of files as a database?
- When could it make sense to save data in an arrow database full of csv files?
arrowalso supports a file format called Parquet. Using it instead of CSV files increases speed and reduces file sizes, while it is also widely used by other languages and programs. Create a new folder where you store the Houses of Commons data in one file per speaker (hint read?arrow::write_parquetfirst).- Connect to the “database” of Parquet files and make a plot showing how many entries there are over the years per party.
Collaborative working
Git
- git was developed for collaborative work on software
- it is excellently suited for research projects as well!
- you can get a free Github premium account with your university address
- this enables you to have private repositories (otherwise all repositories are public)
Google Sheets
Google sheets is a free service by Google–which can be controlled from R!
library(googlesheets4)
# write
write_sheet(gss_cat, "gs4-test")
# read
cats_df <- read_sheet("https://docs.google.com/spreadsheets/d/1XdqfPXrZCTim156m8SteKG_teOgj9AJLcAHOMrV_wfI/edit?usp=sharing")
# update
cats_df_updated <- cats_df |>
add_case(
year = 2000,
marital = "Never married",
age = 26,
race = "White",
rincome = "$8000 to 9999",
partyid = "Ind,near rep",
relig = "Protestant",
denom = "Southern baptist",
tvhours = 12
)
write_sheet(cats_df_updated, ss = "https://docs.google.com/spreadsheets/d/1XdqfPXrZCTim156m8SteKG_teOgj9AJLcAHOMrV_wfI/edit?usp=sharing", sheet = "gss_cat_updated")Data storage alternatives
- Whatever your university provides
- Dropbox, OneDrive, Box, etc
- Self hosted services like Nextcloud, Owncloud, etc.
Pitfalls:
- always back up your data (3-2-1 backup strategy)!
- think about who you give access
- make sure to not work on the same file at the same time as someone else
Exercises 4
- If you have a Google account, try to upload and download some data to Google Sheets
Wrap Up
Save some information about the session for reproducibility.
R version 4.4.1 (2024-06-14)
Platform: x86_64-pc-linux-gnu
Running under: EndeavourOS
Matrix products: default
BLAS: /usr/lib/libblas.so.3.12.0
LAPACK: /usr/lib/liblapack.so.3.12.0
locale:
[1] LC_CTYPE=en_GB.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_GB.UTF-8 LC_COLLATE=en_GB.UTF-8
[5] LC_MONETARY=en_GB.UTF-8 LC_MESSAGES=en_GB.UTF-8
[7] LC_PAPER=en_GB.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_GB.UTF-8 LC_IDENTIFICATION=C
time zone: Europe/Amsterdam
tzcode source: system (glibc)
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] lubridate_1.9.3 forcats_1.0.0 stringr_1.5.1 dplyr_1.1.4
[5] purrr_1.0.2 readr_2.1.5 tidyr_1.3.1 tibble_3.2.1
[9] ggplot2_3.5.1 tidyverse_2.0.0 tinytable_0.3.0.10
loaded via a namespace (and not attached):
[1] gtable_0.3.5 jsonlite_1.8.8 compiler_4.4.1 tidyselect_1.2.1
[5] scales_1.3.0 yaml_2.3.8 fastmap_1.1.1 R6_2.5.1
[9] generics_0.1.3 knitr_1.46 munsell_0.5.1 pillar_1.9.0
[13] tzdb_0.4.0 rlang_1.1.4 utf8_1.2.4 stringi_1.8.4
[17] xfun_0.44 timechange_0.3.0 cli_3.6.3 withr_3.0.0
[21] magrittr_2.0.3 digest_0.6.35 grid_4.4.1 rstudioapi_0.16.0
[25] hms_1.1.3 lifecycle_1.0.4 vctrs_0.6.5 evaluate_0.23
[29] glue_1.7.0 fansi_1.0.6 colorspace_2.1-0 rmarkdown_2.26
[33] tools_4.4.1 pkgconfig_2.0.3 htmltools_0.5.8.1References
Weidmann, Nils B. 2023. Data Management for Social Scientists: From Files to Databases. 1st ed. Cambridge University Press. https://doi.org/10.1017/9781108990424.